# seed value for random number generators to obtain reproducible results
RANDOM_SEED = 1
# import base packages
import numpy as np
import pandas as pd
import matplotlib
#import relevant machine learning packages
import tensorflow as tf
import keras
#other packages
import time
#set working directory
import os
os.chdir('C:\\Users\\R\\Desktop\\MSDS 422\\Assignment 6')
#import dataset from Tensorflow
from tensorflow.examples.tutorials.mnist import input_data
mnist = input_data.read_data_sets("/tmp/data/", one_hot=True)
Extracting /tmp/data/train-images-idx3-ubyte.gz Extracting /tmp/data/train-labels-idx1-ubyte.gz Extracting /tmp/data/t10k-images-idx3-ubyte.gz Extracting /tmp/data/t10k-labels-idx1-ubyte.gz
Models 1, 2 and 3 will analyze how increasing the number of nodes (10, 20, 50) impacts a 2 layer model
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
loss = tf.reduce_mean(xentropy, name = "loss")
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2626557 ---Validation accuracy:--- 0.078 Validation Loss: 2.2781837 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2032392 ---Validation accuracy:--- 0.0966 Validation Loss: 2.2477267 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.210988 ---Validation accuracy:--- 0.1084 Validation Loss: 2.239252 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.0570135 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3596864 Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.267749 ---Validation accuracy:--- 0.1242 Validation Loss: 2.2703063 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1849194 ---Validation accuracy:--- 0.1502 Validation Loss: 2.223752 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1740236 ---Validation accuracy:--- 0.207 Validation Loss: 2.1903005 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.1103039 ---Validation accuracy:--- 0.1972 Validation Loss: 2.1535132 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.1133032 ---Validation accuracy:--- 0.204 Validation Loss: 2.134927 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0684545 ---Validation accuracy:--- 0.2164 Validation Loss: 2.1027672 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.9814291 ---Validation accuracy:--- 0.2302 Validation Loss: 2.0632792 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0272272 ---Validation accuracy:--- 0.2446 Validation Loss: 2.0253472 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9497747 ---Validation accuracy:--- 0.3 Validation Loss: 1.9604985 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8918883 ---Validation accuracy:--- 0.3118 Validation Loss: 1.9310354 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8548639 ---Validation accuracy:--- 0.321 Validation Loss: 1.8755583 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8514577 ---Validation accuracy:--- 0.2926 Validation Loss: 1.9294186 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.0204864 ---Validation accuracy:--- 0.2006 Validation Loss: 2.1002035 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9057285 ---Validation accuracy:--- 0.3098 Validation Loss: 1.8998053 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.810942 ---Validation accuracy:--- 0.3002 Validation Loss: 1.784459 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.6141744 ---Validation accuracy:--- 0.331 Validation Loss: 1.677868 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5493811 ---Validation accuracy:--- 0.3466 Validation Loss: 1.6400012 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5704881 ---Validation accuracy:--- 0.3806 Validation Loss: 1.674139 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.5612292 ---Validation accuracy:--- 0.3008 Validation Loss: 1.5950661 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4979123 ---Validation accuracy:--- 0.3632 Validation Loss: 1.6700779 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.638879 ---Validation accuracy:--- 0.3056 Validation Loss: 1.5818084 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.565747 ---Validation accuracy:--- 0.3528 Validation Loss: 1.5985734 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6070485 ---Validation accuracy:--- 0.3728 Validation Loss: 1.5832992 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.648147 ---Validation accuracy:--- 0.4054 Validation Loss: 1.6082066 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4976391 ---Validation accuracy:--- 0.4386 Validation Loss: 1.5201538 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2237192 ---Validation accuracy:--- 0.353 Validation Loss: 1.4888568 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.4640447 ---Validation accuracy:--- 0.4288 Validation Loss: 1.6528226 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5522991 ---Validation accuracy:--- 0.3512 Validation Loss: 1.6894697 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.5512623 ---Validation accuracy:--- 0.558 Validation Loss: 1.561277 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.290262 ---Validation accuracy:--- 0.5836 Validation Loss: 1.4683455 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.464612 ---Validation accuracy:--- 0.4486 Validation Loss: 1.6115587 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.4581006 ---Validation accuracy:--- 0.4646 Validation Loss: 1.5817729 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.6221192 ---Validation accuracy:--- 0.3722 Validation Loss: 1.6905364 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.493872 ---Validation accuracy:--- 0.4998 Validation Loss: 1.4545691 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1849761 ---Validation accuracy:--- 0.5872 Validation Loss: 1.3177571 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1640967 ---Validation accuracy:--- 0.6072 Validation Loss: 1.2207808 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1826835 ---Validation accuracy:--- 0.5488 Validation Loss: 1.2137312 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.2566061 ---Validation accuracy:--- 0.4866 Validation Loss: 1.4087152 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.495062 ---Validation accuracy:--- 0.5326 Validation Loss: 1.467082 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2993982 ---Validation accuracy:--- 0.4672 Validation Loss: 1.6316429 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.8649123 ---Validation accuracy:--- 0.434 Validation Loss: 1.6833187 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5821918 ---Validation accuracy:--- 0.462 Validation Loss: 1.4742609 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.2224121 ---Validation accuracy:--- 0.6146 Validation Loss: 1.2760187 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.80930114 ---Validation accuracy:--- 0.6158 Validation Loss: 1.1666312 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1832334 ---Validation accuracy:--- 0.5622 Validation Loss: 1.189112 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.98455465 ---Validation accuracy:--- 0.6556 Validation Loss: 1.0650557 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.998731 ---Validation accuracy:--- 0.6444 Validation Loss: 1.0844523 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3126273 ---Validation accuracy:--- 0.6206 Validation Loss: 1.1873323 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.32526 ---Validation accuracy:--- 0.5014 Validation Loss: 1.2398375 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.176985 ---Validation accuracy:--- 0.5758 Validation Loss: 1.305824 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3493329 ---Validation accuracy:--- 0.5336 Validation Loss: 1.3718557 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1758316 ---Validation accuracy:--- 0.5992 Validation Loss: 1.1724825 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9647705 ---Validation accuracy:--- 0.653 Validation Loss: 1.0619144 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8346613 ---Validation accuracy:--- 0.6854 Validation Loss: 1.0182508 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9514857 ---Validation accuracy:--- 0.6298 Validation Loss: 1.0520028 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.0259159 ---Validation accuracy:--- 0.627 Validation Loss: 1.0789034 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.85023665 ---Validation accuracy:--- 0.6794 Validation Loss: 0.9738603 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9199345 ---Validation accuracy:--- 0.702 Validation Loss: 1.0513184 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.977596 ---Validation accuracy:--- 0.6224 Validation Loss: 1.1111155 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.94015473 ---Validation accuracy:--- 0.6936 Validation Loss: 1.0349663 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.79285616 ---Validation accuracy:--- 0.7214 Validation Loss: 0.92852736 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.81314886 ---Validation accuracy:--- 0.6462 Validation Loss: 0.95111835 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.90433306 ---Validation accuracy:--- 0.619 Validation Loss: 1.1857744 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.6791171 ---Validation accuracy:--- 0.4638 Validation Loss: 1.5524135 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0801111 ---Validation accuracy:--- 0.5668 Validation Loss: 1.2427639 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 1.0302682 ---Validation accuracy:--- 0.6708 Validation Loss: 1.0608238 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.92298335 ---Validation accuracy:--- 0.7446 Validation Loss: 0.9087535 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.7218088 ---Validation accuracy:--- 0.7844 Validation Loss: 0.80929446 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7204239 ---Validation accuracy:--- 0.7444 Validation Loss: 0.8109835 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1548635 ---Validation accuracy:--- 0.6468 Validation Loss: 1.0638448 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.4646666 ---Validation accuracy:--- 0.569 Validation Loss: 1.6427045 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3012477 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4702023 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 1.0312573 ---Validation accuracy:--- 0.6246 Validation Loss: 1.1341196 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8950244 ---Validation accuracy:--- 0.6556 Validation Loss: 1.0165305 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.74210376 ---Validation accuracy:--- 0.6526 Validation Loss: 1.035843 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7551535 ---Validation accuracy:--- 0.6874 Validation Loss: 0.9657581 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.91419923 ---Validation accuracy:--- 0.6784 Validation Loss: 1.0142248 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.0545985 ---Validation accuracy:--- 0.6902 Validation Loss: 0.98509336 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 1.0122306 ---Validation accuracy:--- 0.6498 Validation Loss: 1.1364067 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0021511 ---Validation accuracy:--- 0.6342 Validation Loss: 0.97068506 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.89127237 ---Validation accuracy:--- 0.6802 Validation Loss: 0.9184053 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.783516 ---Validation accuracy:--- 0.7334 Validation Loss: 0.83182716 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.70484865 ---Validation accuracy:--- 0.7146 Validation Loss: 0.86390275 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6616304 ---Validation accuracy:--- 0.7682 Validation Loss: 0.83732444 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.8423777 ---Validation accuracy:--- 0.7568 Validation Loss: 0.8131132 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6445925 ---Validation accuracy:--- 0.7688 Validation Loss: 0.8061658 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.59576464 ---Validation accuracy:--- 0.7808 Validation Loss: 0.720341 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.65718627 ---Validation accuracy:--- 0.7752 Validation Loss: 0.8273744 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1261221 ---Validation accuracy:--- 0.6108 Validation Loss: 1.2262694 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.4412159 ---Validation accuracy:--- 0.6662 Validation Loss: 1.0850973 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.87167543 ---Validation accuracy:--- 0.6398 Validation Loss: 1.1356792 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.760956 ---Validation accuracy:--- 0.7562 Validation Loss: 0.8256799 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5753165 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6870204 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.44638383 ---Validation accuracy:--- 0.8058 Validation Loss: 0.6676738 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.59012914 ---Validation accuracy:--- 0.7668 Validation Loss: 0.7844789 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9207196 ---Validation accuracy:--- 0.6894 Validation Loss: 1.0371405 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2674464 ---Validation accuracy:--- 0.6094 Validation Loss: 1.5022789 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.970491 ---Validation accuracy:--- 0.4542 Validation Loss: 1.9562535 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.6077073 ---Validation accuracy:--- 0.4768 Validation Loss: 1.4631886 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.91121745 ---Validation accuracy:--- 0.6252 Validation Loss: 1.1129125 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0891461 ---Validation accuracy:--- 0.651 Validation Loss: 1.0901068 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1117778 ---Validation accuracy:--- 0.6104 Validation Loss: 1.1498362 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9978088 ---Validation accuracy:--- 0.611 Validation Loss: 1.2425756 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7185506 ---Validation accuracy:--- 0.6662 Validation Loss: 0.9694911 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7024725 ---Validation accuracy:--- 0.7846 Validation Loss: 0.74054605 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6597777 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6733626 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6938359 ---Validation accuracy:--- 0.7948 Validation Loss: 0.7049865 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43636835 ---Validation accuracy:--- 0.779 Validation Loss: 0.69863033 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8054843 ---Validation accuracy:--- 0.6974 Validation Loss: 1.0109967 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8480494 ---Validation accuracy:--- 0.683 Validation Loss: 0.9950863 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8136299 ---Validation accuracy:--- 0.7024 Validation Loss: 0.9413829 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8318068 ---Validation accuracy:--- 0.7062 Validation Loss: 0.7976922 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.57568204 ---Validation accuracy:--- 0.812 Validation Loss: 0.6829629 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.51005197 ---Validation accuracy:--- 0.8264 Validation Loss: 0.6240037 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6193458 ---Validation accuracy:--- 0.7832 Validation Loss: 0.71291244 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.62706107 ---Validation accuracy:--- 0.7718 Validation Loss: 0.72181433 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.48902497 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6734887 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7580318 ---Validation accuracy:--- 0.7722 Validation Loss: 0.760674 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.69507337 ---Validation accuracy:--- 0.7604 Validation Loss: 0.8462916 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9462337 ---Validation accuracy:--- 0.6504 Validation Loss: 1.0230472 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6745842 ---Validation accuracy:--- 0.7844 Validation Loss: 0.7032839 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6387493 ---Validation accuracy:--- 0.8108 Validation Loss: 0.6512788 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46892288 ---Validation accuracy:--- 0.7862 Validation Loss: 0.6939026 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.41805595 ---Validation accuracy:--- 0.842 Validation Loss: 0.59586066 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.51404965 ---Validation accuracy:--- 0.8174 Validation Loss: 0.6187801 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.875904 ---Validation accuracy:--- 0.7102 Validation Loss: 0.967378 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9028749 ---Validation accuracy:--- 0.703 Validation Loss: 1.1051717 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8837861 ---Validation accuracy:--- 0.7146 Validation Loss: 0.8722666 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4948532 ---Validation accuracy:--- 0.8134 Validation Loss: 0.6604497 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6099546 ---Validation accuracy:--- 0.7666 Validation Loss: 0.7453361 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.668547 ---Validation accuracy:--- 0.7088 Validation Loss: 0.8885708 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.97038656 ---Validation accuracy:--- 0.706 Validation Loss: 0.89783645 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 1.0120205 ---Validation accuracy:--- 0.7386 Validation Loss: 0.94137126 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8168303 ---Validation accuracy:--- 0.7348 Validation Loss: 0.87119704 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47604102 ---Validation accuracy:--- 0.8168 Validation Loss: 0.6387886 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.55598223 ---Validation accuracy:--- 0.8492 Validation Loss: 0.56295216 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.532978 ---Validation accuracy:--- 0.8096 Validation Loss: 0.6396119 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5473241 ---Validation accuracy:--- 0.843 Validation Loss: 0.5933942 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4651484 ---Validation accuracy:--- 0.8118 Validation Loss: 0.6342339 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3432634 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5454339 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4526409 ---Validation accuracy:--- 0.864 Validation Loss: 0.51616716 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47907984 ---Validation accuracy:--- 0.8466 Validation Loss: 0.56353724 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44120744 ---Validation accuracy:--- 0.8306 Validation Loss: 0.57958543 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61623925 ---Validation accuracy:--- 0.8152 Validation Loss: 0.6367123 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5080493 ---Validation accuracy:--- 0.8134 Validation Loss: 0.66265595 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8026788 ---Validation accuracy:--- 0.715 Validation Loss: 0.97612226 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.92684627 ---Validation accuracy:--- 0.6756 Validation Loss: 1.0640423 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.3257452 ---Validation accuracy:--- 0.5854 Validation Loss: 1.3790609 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.1679729 ---Validation accuracy:--- 0.608 Validation Loss: 1.2724053 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.76966554 ---Validation accuracy:--- 0.7334 Validation Loss: 0.77994436 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5819242 ---Validation accuracy:--- 0.8338 Validation Loss: 0.61382 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43618798 ---Validation accuracy:--- 0.8332 Validation Loss: 0.55413264 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40906915 ---Validation accuracy:--- 0.8524 Validation Loss: 0.548785 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40894988 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5481277 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5962724 ---Validation accuracy:--- 0.8162 Validation Loss: 0.62917686 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5655277 ---Validation accuracy:--- 0.7506 Validation Loss: 0.762446 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7150147 ---Validation accuracy:--- 0.706 Validation Loss: 0.99707556 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.6685224 ---Validation accuracy:--- 0.5804 Validation Loss: 1.381493 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1049523 ---Validation accuracy:--- 0.656 Validation Loss: 0.94991416 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5749442 ---Validation accuracy:--- 0.7854 Validation Loss: 0.73695517 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4983194 ---Validation accuracy:--- 0.802 Validation Loss: 0.65832233 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.60484934 ---Validation accuracy:--- 0.814 Validation Loss: 0.62219805 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5943496 ---Validation accuracy:--- 0.8426 Validation Loss: 0.58208543 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42269912 ---Validation accuracy:--- 0.855 Validation Loss: 0.55228585 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.63388026 ---Validation accuracy:--- 0.8216 Validation Loss: 0.6278138 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.48426586 ---Validation accuracy:--- 0.8248 Validation Loss: 0.62571365 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5013611 ---Validation accuracy:--- 0.8292 Validation Loss: 0.58103025 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32079437 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5307045 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40526816 ---Validation accuracy:--- 0.85 Validation Loss: 0.5552332 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5453169 ---Validation accuracy:--- 0.8446 Validation Loss: 0.55418456 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37227058 ---Validation accuracy:--- 0.8558 Validation Loss: 0.51157016 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.64126986 ---Validation accuracy:--- 0.7556 Validation Loss: 0.78385663 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.89264184 ---Validation accuracy:--- 0.7508 Validation Loss: 0.9900199 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.596671 ---Validation accuracy:--- 0.7896 Validation Loss: 0.6952332 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3765812 ---Validation accuracy:--- 0.824 Validation Loss: 0.60789067 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.41220152 ---Validation accuracy:--- 0.826 Validation Loss: 0.60258603 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45314792 ---Validation accuracy:--- 0.839 Validation Loss: 0.5689875 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6895424 ---Validation accuracy:--- 0.8308 Validation Loss: 0.59197557 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.44969174 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5083984 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.41790718 ---Validation accuracy:--- 0.8568 Validation Loss: 0.5402238 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4715503 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4798756 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5204621 ---Validation accuracy:--- 0.8604 Validation Loss: 0.49987832 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3950737 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48217934 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3457715 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5164348 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43959704 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4746856 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.49027753 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4888603 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4142688 ---Validation accuracy:--- 0.874 Validation Loss: 0.46476376 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26730046 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5366763 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34154254 ---Validation accuracy:--- 0.8758 Validation Loss: 0.47081083 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2476024 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4658425 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5078299 ---Validation accuracy:--- 0.831 Validation Loss: 0.56876385 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37591946 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4609157 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.43148026 ---Validation accuracy:--- 0.8232 Validation Loss: 0.6044136 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6523116 ---Validation accuracy:--- 0.823 Validation Loss: 0.6194577 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5941415 ---Validation accuracy:--- 0.8184 Validation Loss: 0.6279158 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.42311028 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5122436 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.50229543 ---Validation accuracy:--- 0.8502 Validation Loss: 0.52209496 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4387569 ---Validation accuracy:--- 0.8446 Validation Loss: 0.5307152 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42941463 ---Validation accuracy:--- 0.8662 Validation Loss: 0.48469472 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37093425 ---Validation accuracy:--- 0.8642 Validation Loss: 0.48461992 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4310105 ---Validation accuracy:--- 0.881 Validation Loss: 0.45888066 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.30610904 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45955068 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24525419 ---Validation accuracy:--- 0.8808 Validation Loss: 0.45511737 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4263932 ---Validation accuracy:--- 0.8658 Validation Loss: 0.49620214 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48436153 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5491208 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5126662 ---Validation accuracy:--- 0.8404 Validation Loss: 0.54396707 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27911255 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4726515 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31405696 ---Validation accuracy:--- 0.8518 Validation Loss: 0.5029926 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5797863 ---Validation accuracy:--- 0.7882 Validation Loss: 0.67470187 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.49099612 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4959677 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3349501 ---Validation accuracy:--- 0.87 Validation Loss: 0.48419112 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.33208013 ---Validation accuracy:--- 0.8628 Validation Loss: 0.48751402 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32448876 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44759414 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3580271 ---Validation accuracy:--- 0.8566 Validation Loss: 0.50786877 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.35383195 ---Validation accuracy:--- 0.8724 Validation Loss: 0.46478966 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37845707 ---Validation accuracy:--- 0.858 Validation Loss: 0.51151085 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3130006 ---Validation accuracy:--- 0.873 Validation Loss: 0.48214796 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44157982 ---Validation accuracy:--- 0.8362 Validation Loss: 0.5414873 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.55012995 ---Validation accuracy:--- 0.8802 Validation Loss: 0.45967218 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3624269 ---Validation accuracy:--- 0.8682 Validation Loss: 0.49929833 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40331483 ---Validation accuracy:--- 0.8572 Validation Loss: 0.495773 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.51630205 ---Validation accuracy:--- 0.8002 Validation Loss: 0.6602753 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6000939 ---Validation accuracy:--- 0.7624 Validation Loss: 0.78573555 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5586978 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6075527 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.56011695 ---Validation accuracy:--- 0.8722 Validation Loss: 0.4655747 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33890793 ---Validation accuracy:--- 0.8668 Validation Loss: 0.47761133 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30204156 ---Validation accuracy:--- 0.8692 Validation Loss: 0.48795995 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44823837 ---Validation accuracy:--- 0.8262 Validation Loss: 0.6242992 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.53771245 ---Validation accuracy:--- 0.849 Validation Loss: 0.5397581 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41265002 ---Validation accuracy:--- 0.8546 Validation Loss: 0.50058484 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27864918 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4860731 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4011267 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5265793 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3771207 ---Validation accuracy:--- 0.87 Validation Loss: 0.4822355 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2860626 ---Validation accuracy:--- 0.8802 Validation Loss: 0.45820937 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2609084 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48044467 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36537707 ---Validation accuracy:--- 0.8594 Validation Loss: 0.49699795 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42609292 ---Validation accuracy:--- 0.8824 Validation Loss: 0.45106083 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30496192 ---Validation accuracy:--- 0.8772 Validation Loss: 0.45175025 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2874818 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42621475 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23372617 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43785885 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2692112 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5034128 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4175862 ---Validation accuracy:--- 0.845 Validation Loss: 0.52977204 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36190242 ---Validation 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0.5621578 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6326598 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56375986 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5890706 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6559996 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7656513 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7938551 ---Validation accuracy:--- 0.7224 Validation Loss: 0.92125666 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5079067 ---Validation accuracy:--- 0.7946 Validation Loss: 0.61665773 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45740205 ---Validation accuracy:--- 0.8506 Validation Loss: 0.5267885 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40928954 ---Validation accuracy:--- 0.8738 Validation Loss: 0.46093193 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27315986 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44050157 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3308488 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42169127 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5714219 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4423012 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27529258 ---Validation accuracy:--- 0.8668 Validation Loss: 0.46901143 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32976997 ---Validation accuracy:--- 0.8862 Validation Loss: 0.42452016 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26904464 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42324644 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5163396 ---Validation accuracy:--- 0.8798 Validation Loss: 0.43919843 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.68717176 ---Validation accuracy:--- 0.8408 Validation Loss: 0.5610169 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4558486 ---Validation accuracy:--- 0.881 Validation Loss: 0.43980956 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31604317 ---Validation accuracy:--- 0.87 Validation Loss: 0.4829961 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2331432 ---Validation accuracy:--- 0.8636 Validation Loss: 0.50080127 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.25196168 ---Validation accuracy:--- 0.8874 Validation Loss: 0.42145 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22862358 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41075927 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46620902 ---Validation accuracy:--- 0.856 Validation Loss: 0.483784 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3393928 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4654251 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40416136 ---Validation accuracy:--- 0.873 Validation Loss: 0.45058095 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32090804 ---Validation accuracy:--- 0.8742 Validation Loss: 0.45427123 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17260426 ---Validation accuracy:--- 0.8768 Validation Loss: 0.4523269 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41890374 ---Validation accuracy:--- 0.8774 Validation Loss: 0.44065738 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38681456 ---Validation accuracy:--- 0.8872 Validation Loss: 0.41958827 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35710847 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41280684 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4350187 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41148007 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3400071 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40861595 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36130303 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42299873 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43373066 ---Validation accuracy:--- 0.876 Validation Loss: 0.45889473 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27854136 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4364722 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43440667 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5109907 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47089234 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44124523 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.45190623 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42456967 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3438736 ---Validation accuracy:--- 0.8814 Validation Loss: 0.41864386 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.41279924 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43839955 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44855896 ---Validation accuracy:--- 0.8608 Validation Loss: 0.49698073 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5987047 ---Validation accuracy:--- 0.843 Validation Loss: 0.5581532 Epoch: 0 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Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22997166 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3963957 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35747558 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42784452 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.44571382 ---Validation accuracy:--- 0.88 Validation Loss: 0.43924862 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.40463302 ---Validation accuracy:--- 0.849 Validation Loss: 0.5208584 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4281475 ---Validation accuracy:--- 0.863 Validation Loss: 0.48106846 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37486362 ---Validation accuracy:--- 0.862 Validation Loss: 0.4955996 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5489075 ---Validation accuracy:--- 0.8612 Validation Loss: 0.48895243 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3110289 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4227048 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.350099 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44305834 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34200004 ---Validation accuracy:--- 0.8848 Validation Loss: 0.41736588 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25488913 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39627838 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45384642 ---Validation accuracy:--- 0.8922 Validation Loss: 0.39823055 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4268524 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42886308 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26242954 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39293438 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29687822 ---Validation accuracy:--- 0.8738 Validation Loss: 0.4477425 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28097102 ---Validation accuracy:--- 0.878 Validation Loss: 0.4570377 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3318368 ---Validation accuracy:--- 0.8794 Validation Loss: 0.429747 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.271812 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3941886 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18940994 ---Validation accuracy:--- 0.8658 Validation Loss: 0.49827588 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8543338 ---Validation accuracy:--- 0.7518 Validation Loss: 0.83014697 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43737823 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42401278 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.38779953 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40892023 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23371701 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40837443 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32947314 ---Validation accuracy:--- 0.8806 Validation 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Validation Loss: 0.41044906 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3281723 ---Validation accuracy:--- 0.8438 Validation Loss: 0.55601764 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6172596 ---Validation accuracy:--- 0.845 Validation Loss: 0.5220706 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32477966 ---Validation accuracy:--- 0.8726 Validation Loss: 0.45609102 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31449267 ---Validation accuracy:--- 0.8764 Validation Loss: 0.438369 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24115519 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44340605 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.340815 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39390576 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2600887 ---Validation accuracy:--- 0.8886 Validation Loss: 0.40322706 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29701844 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41121835 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38873985 ---Validation accuracy:--- 0.8674 Validation Loss: 0.47046474 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3949148 ---Validation accuracy:--- 0.873 Validation Loss: 0.45455596 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27513257 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4192056 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23265286 ---Validation accuracy:--- 0.8862 Validation Loss: 0.41668153 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32110932 ---Validation accuracy:--- 0.8958 Validation Loss: 0.387487 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19550085 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39946055 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39892924 ---Validation accuracy:--- 0.8704 Validation Loss: 0.44536 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33242393 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41685137 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30005428 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41445565 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4768971 ---Validation accuracy:--- 0.813 Validation Loss: 0.6650635 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7709507 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6298082 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6112719 ---Validation accuracy:--- 0.8376 Validation Loss: 0.52763206 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33981133 ---Validation accuracy:--- 0.8814 Validation Loss: 0.42589337 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35206345 ---Validation accuracy:--- 0.8692 Validation Loss: 0.45426002 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4176989 ---Validation accuracy:--- 0.862 Validation Loss: 0.46312323 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34294075 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4697122 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.72579086 ---Validation accuracy:--- 0.8102 Validation Loss: 0.6346501 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30354032 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41447538 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31017506 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4479156 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3237199 ---Validation accuracy:--- 0.8804 Validation Loss: 0.4111167 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.40657014 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4037178 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31473213 ---Validation accuracy:--- 0.8796 Validation Loss: 0.42611954 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48871186 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4380898 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17760763 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3701605 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33614838 ---Validation accuracy:--- 0.89 Validation Loss: 0.38934347 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24616686 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37300867 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.288472 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38553372 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24514881 ---Validation accuracy:--- 0.891 Validation Loss: 0.38781393 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3312645 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4178577 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3667101 ---Validation accuracy:--- 0.8754 Validation Loss: 0.45458612 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46350384 ---Validation accuracy:--- 0.8128 Validation Loss: 0.62553763 Epoch: 0 ---Training accuracy:--- 0.85 Training 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Training Loss: 0.36425808 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40384462 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21808983 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4192866 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36071235 ---Validation accuracy:--- 0.879 Validation Loss: 0.42693222 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2939739 ---Validation accuracy:--- 0.875 Validation Loss: 0.43741786 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2896858 ---Validation accuracy:--- 0.892 Validation Loss: 0.38642892 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20708248 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37006885 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23792839 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36333704 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19886875 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38154486 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32789916 ---Validation accuracy:--- 0.8754 Validation Loss: 0.43979815 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3285474 ---Validation accuracy:--- 0.859 Validation Loss: 0.5038105 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3643615 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45456952 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36930782 ---Validation accuracy:--- 0.8774 Validation Loss: 0.43884122 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27953762 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4167831 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28520122 ---Validation accuracy:--- 0.895 Validation Loss: 0.38714916 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27509713 ---Validation accuracy:--- 0.8888 Validation Loss: 0.40441874 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37781549 ---Validation accuracy:--- 0.8838 Validation Loss: 0.41624552 Epoch: 0 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Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29804012 ---Validation accuracy:--- 0.896 Validation Loss: 0.39504066 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.2194267 ---Validation accuracy:--- 0.905 Validation Loss: 0.36123052 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34521043 ---Validation accuracy:--- 0.901 Validation Loss: 0.36671972 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33026 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42295888 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2713518 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3703915 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23010015 ---Validation accuracy:--- 0.883 Validation Loss: 0.42540434 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31728375 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39810416 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.38883984 ---Validation accuracy:--- 0.8694 Validation Loss: 0.45734912 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.36329433 ---Validation accuracy:--- 0.8594 Validation Loss: 0.49611583 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29094973 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39053175 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16004442 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36769348 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23811106 ---Validation accuracy:--- 0.892 Validation Loss: 0.39176378 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46242687 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5166184 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25280753 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40851513 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19405618 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39985976 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24233952 ---Validation accuracy:--- 0.8918 Validation Loss: 0.3935207 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3920249 ---Validation accuracy:--- 0.865 Validation Loss: 0.47595567 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34080818 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40502346 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30382764 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41866234 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3683592 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4274021 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14656082 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38199064 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19145525 ---Validation accuracy:--- 0.8614 Validation Loss: 0.4841768 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4284875 ---Validation accuracy:--- 0.863 Validation Loss: 0.48518804 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22408643 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3844797 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31209892 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39673713 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45003444 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39367017 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3032389 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36917523 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3191396 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42514098 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.58089125 ---Validation accuracy:--- 0.7954 Validation Loss: 0.89019054 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 1.0248488 ---Validation accuracy:--- 0.765 Validation Loss: 0.99229395 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.63176626 ---Validation accuracy:--- 0.7542 Validation Loss: 0.81408924 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.52117515 ---Validation 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0.24789202 ---Validation accuracy:--- 0.8898 Validation Loss: 0.40318432 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44280252 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3839439 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3490422 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38405746 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4237002 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4491093 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26658544 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38877407 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33745497 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3937133 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.333571 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4008488 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22085641 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3921867 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3427279 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36921158 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4088322 ---Validation accuracy:--- 0.8778 Validation Loss: 0.44806725 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4400494 ---Validation accuracy:--- 0.9 Validation Loss: 0.37837207 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32879317 ---Validation accuracy:--- 0.8976 Validation Loss: 0.388905 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34062904 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4109549 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.18639578 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4020331 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.27674904 ---Validation accuracy:--- 0.898 Validation Loss: 0.3745434 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.255415 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40095052 Epoch: 0 ---Training accuracy:--- 0.9 Training 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0.9 Training Loss: 0.29892156 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38543686 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.28030998 ---Validation accuracy:--- 0.886 Validation Loss: 0.40581304 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17330009 ---Validation accuracy:--- 0.883 Validation Loss: 0.39994654 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25042477 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36738956 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19612591 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4213868 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32553673 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40224266 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25769642 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39355347 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26582673 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38096827 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15285431 ---Validation accuracy:--- 0.8684 Validation Loss: 0.46412167 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.35416442 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4106144 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18295419 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38074538 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35093367 ---Validation accuracy:--- 0.8636 Validation Loss: 0.49348056 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3881321 ---Validation accuracy:--- 0.8554 Validation Loss: 0.50418013 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.64066666 ---Validation accuracy:--- 0.836 Validation Loss: 0.56636083 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40874428 ---Validation accuracy:--- 0.883 Validation Loss: 0.4116461 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.38912287 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40970087 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21809652 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37072393 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29043877 ---Validation accuracy:--- 0.8868 Validation Loss: 0.4027234 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.25230998 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37718275 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3373702 ---Validation accuracy:--- 0.897 Validation Loss: 0.36515194 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32244536 ---Validation accuracy:--- 0.8968 Validation Loss: 0.36739635 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20831612 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37438038 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2395628 ---Validation accuracy:--- 0.8728 Validation Loss: 0.43747753 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.319582 ---Validation accuracy:--- 0.898 Validation Loss: 0.3689999 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23251335 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36698723 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40104333 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3784386 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29299182 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35964727 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.16788101 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3715847 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23695904 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36681342 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26174572 ---Validation accuracy:--- 0.8918 Validation Loss: 0.3717421 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2712898 ---Validation accuracy:--- 0.8692 Validation Loss: 0.43795174 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3302375 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40955478 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4758633 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36678436 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25492403 ---Validation accuracy:--- 0.8954 Validation Loss: 0.36954287 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.25697288 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40548852 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37146962 ---Validation accuracy:--- 0.879 Validation Loss: 0.42454618 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29091182 ---Validation accuracy:--- 0.8598 Validation Loss: 0.4778063 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3668454 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38970238 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.3421713 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44578496 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2737977 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4339501 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28389594 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40982383 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.63321716 ---Validation accuracy:--- 0.8342 Validation Loss: 0.56618094 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24590705 ---Validation accuracy:--- 0.884 Validation Loss: 0.4085316 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29263133 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36405468 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2211296 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38120112 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3014517 ---Validation accuracy:--- 0.899 Validation Loss: 0.37421754 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2238121 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35273954 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30165932 ---Validation accuracy:--- 0.8966 Validation Loss: 0.36864877 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32323265 ---Validation accuracy:--- 0.901 Validation Loss: 0.36135808 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25736302 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3770983 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3392491 ---Validation accuracy:--- 0.8766 Validation Loss: 0.43640918 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22912127 ---Validation accuracy:--- 0.888 Validation Loss: 0.39260685 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33442822 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42302987 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25128642 ---Validation accuracy:--- 0.899 Validation Loss: 0.3702757 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22835404 ---Validation accuracy:--- 0.8938 Validation Loss: 0.38236138 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27616814 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0.3306723 ---Validation accuracy:--- 0.8834 Validation Loss: 0.40570807 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20319982 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36587867 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3334473 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36308748 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37870207 ---Validation accuracy:--- 0.8674 Validation Loss: 0.45323202 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28351098 ---Validation accuracy:--- 0.8936 Validation Loss: 0.35714287 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3628299 ---Validation accuracy:--- 0.8864 Validation Loss: 0.3955394 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26692268 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35889843 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1855693 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34392416 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.31048912 ---Validation accuracy:--- 0.901 Validation Loss: 0.35282758 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2519925 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35614818 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.31077403 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33676603 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22786044 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34595406 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2776507 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36556634 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21244799 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3511353 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3747448 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4624353 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27380517 ---Validation accuracy:--- 0.8754 Validation Loss: 0.44623116 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19656803 ---Validation accuracy:--- 0.874 Validation Loss: 0.42385817 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36715668 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48787656 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30456996 ---Validation accuracy:--- 0.901 Validation Loss: 0.36070082 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17551598 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35138285 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32893348 ---Validation accuracy:--- 0.889 Validation Loss: 0.3881117 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20990394 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4004255 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20430826 ---Validation accuracy:--- 0.894 Validation Loss: 0.38695985 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23202303 ---Validation accuracy:--- 0.896 Validation Loss: 0.37927005 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26359522 ---Validation accuracy:--- 0.896 Validation Loss: 0.3791959 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24233377 ---Validation accuracy:--- 0.8858 Validation Loss: 0.42815518 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27169257 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36409128 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31019795 ---Validation accuracy:--- 0.899 Validation Loss: 0.3686674 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27274606 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37274176 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2645896 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3997585 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2018478 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41358232 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38341233 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38900796 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19589531 ---Validation accuracy:--- 0.8922 Validation Loss: 0.381168 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19908816 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3593459 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19370002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3493366 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26125237 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3580875 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31953034 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33730546 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21584694 ---Validation accuracy:--- 0.8766 Validation Loss: 0.43233243 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2959088 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39213672 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18268165 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39948344 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18853037 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35852167 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.33057368 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37195125 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20609215 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36119306 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2793351 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3558613 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1749858 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35117853 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1950838 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40235367 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5285471 ---Validation accuracy:--- 0.841 Validation Loss: 0.52134794 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5790798 ---Validation accuracy:--- 0.8414 Validation Loss: 0.566494 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3682006 ---Validation accuracy:--- 0.8796 Validation Loss: 0.43805596 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.3247043 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36670148 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4091079 ---Validation accuracy:--- 0.8838 Validation Loss: 0.42049408 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34641078 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5150323 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2994676 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38638487 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2556447 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3709971 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21760608 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35899192 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31339097 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39255401 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18573828 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3819003 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33492225 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40268496 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34195477 ---Validation accuracy:--- 0.887 Validation Loss: 0.41006538 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25390524 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3473467 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22191128 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39120927 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23779422 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41036895 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.51170576 ---Validation accuracy:--- 0.8514 Validation Loss: 0.53666115 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.48240936 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4888937 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2869754 ---Validation accuracy:--- 0.8826 Validation Loss: 0.42301372 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36059466 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40945768 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2307257 ---Validation accuracy:--- 0.905 Validation Loss: 0.35107896 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18603215 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35227203 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26983273 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36184102 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25111803 ---Validation accuracy:--- 0.8674 Validation Loss: 0.4714709 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.30161077 ---Validation accuracy:--- 0.8764 Validation Loss: 0.4458081 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.28608745 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0.32362244 ---Validation accuracy:--- 0.897 Validation Loss: 0.37509513 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1696336 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3571181 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18946904 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35415635 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2575997 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39630964 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33318275 ---Validation accuracy:--- 0.8804 Validation Loss: 0.41395077 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4023842 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36824623 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18641457 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40551406 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2779233 ---Validation accuracy:--- 0.898 Validation Loss: 0.35924995 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22623394 ---Validation accuracy:--- 0.891 Validation Loss: 0.37506694 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3298371 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37062868 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2941845 ---Validation accuracy:--- 0.869 Validation Loss: 0.44562334 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4789376 ---Validation accuracy:--- 0.842 Validation Loss: 0.5424502 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24469902 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36146194 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2722762 ---Validation accuracy:--- 0.893 Validation Loss: 0.37907797 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17749019 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36917186 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13964576 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35970575 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3904106 ---Validation accuracy:--- 0.901 Validation Loss: 0.36449605 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.33147034 ---Validation accuracy:--- 0.909 Validation Loss: 0.33896226 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26951456 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34722447 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2908509 ---Validation accuracy:--- 0.908 Validation Loss: 0.33459613 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28980416 ---Validation accuracy:--- 0.9024 Validation Loss: 0.37163085 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1635764 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36412972 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31709784 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3953932 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.36201325 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35721102 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1860881 ---Validation accuracy:--- 0.8936 Validation Loss: 0.37547404 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.37085152 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4377131 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3435878 ---Validation accuracy:--- 0.8512 Validation Loss: 0.5209477 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35145596 ---Validation accuracy:--- 0.8886 Validation Loss: 0.39600855 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21874864 ---Validation accuracy:--- 0.9016 Validation Loss: 0.356531 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18704727 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34277794 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25989836 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3574848 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2898286 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38356966 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3363951 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33012614 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.28703967 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35474017 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.38355964 ---Validation accuracy:--- 0.8948 Validation Loss: 0.37483922 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19835208 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34849873 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31296194 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34972164 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26247868 ---Validation accuracy:--- 0.906 Validation Loss: 0.34600365 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.44091856 ---Validation accuracy:--- 0.8722 Validation Loss: 0.4414208 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31645587 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39561886 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24139832 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36272508 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24473195 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34418285 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21468344 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35593146 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4735141 ---Validation accuracy:--- 0.8274 Validation Loss: 0.629144 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.44866192 ---Validation accuracy:--- 0.8322 Validation Loss: 0.58521605 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.38308203 ---Validation accuracy:--- 0.8218 Validation Loss: 0.5779824 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22463027 ---Validation accuracy:--- 0.889 Validation Loss: 0.4129088 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33276027 ---Validation accuracy:--- 0.8972 Validation Loss: 0.37492758 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23320088 ---Validation accuracy:--- 0.8644 Validation Loss: 0.46062514 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2946575 ---Validation accuracy:--- 0.8938 Validation Loss: 0.37771544 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16506945 ---Validation accuracy:--- 0.909 Validation Loss: 0.33981958 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25225773 ---Validation accuracy:--- 0.892 Validation Loss: 0.38095012 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.36701298 ---Validation accuracy:--- 0.8628 Validation Loss: 0.47697407 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22400591 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37003508 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.127217 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33617133 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2306184 ---Validation 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0.31768388 ---Validation accuracy:--- 0.8958 Validation Loss: 0.36809042 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30872855 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4053784 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29804403 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3490838 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.36514825 ---Validation accuracy:--- 0.9044 Validation Loss: 0.36732027 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.336288 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3665131 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22150625 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37127516 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3343039 ---Validation accuracy:--- 0.909 Validation Loss: 0.34097642 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31443438 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3328894 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2736982 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36780322 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24105898 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3637401 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2390268 ---Validation accuracy:--- 0.901 Validation Loss: 0.3584073 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18300603 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3494713 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3010805 ---Validation accuracy:--- 0.903 Validation Loss: 0.34259012 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2713703 ---Validation accuracy:--- 0.894 Validation Loss: 0.36845973 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30841935 ---Validation accuracy:--- 0.9 Validation Loss: 0.35204026 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16090003 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3295271 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2673197 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35240766 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17346998 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34091607 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28795898 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3214794 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16616188 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3254297 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25299928 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35279223 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24073817 ---Validation accuracy:--- 0.906 Validation Loss: 0.34103712 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26717207 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37857118 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.3633322 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3528448 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2367551 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3593128 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17911214 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37815797 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32093215 ---Validation accuracy:--- 0.902 Validation Loss: 0.3422749 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30548382 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32837 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2678968 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3721472 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24369648 ---Validation accuracy:--- 0.8994 Validation Loss: 0.358328 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28149086 ---Validation accuracy:--- 0.895 Validation Loss: 0.366152 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22975163 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35385007 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17659569 ---Validation accuracy:--- 0.894 Validation Loss: 0.37471083 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25387505 ---Validation accuracy:--- 0.8736 Validation Loss: 0.43274415 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20649971 ---Validation accuracy:--- 0.898 Validation Loss: 0.3907208 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.33503821 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33645546 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2626164 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34349757 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19745046 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3418892 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34256443 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3405223 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25580207 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34708688 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25536156 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34017694 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23402369 ---Validation accuracy:--- 0.896 Validation Loss: 0.38483483 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15398361 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38544765 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17514738 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36311093 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22611225 ---Validation accuracy:--- 0.8962 Validation Loss: 0.35746077 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27295113 ---Validation accuracy:--- 0.904 Validation Loss: 0.34403643 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24084976 ---Validation accuracy:--- 0.909 Validation Loss: 0.35076582 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18248396 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36223406 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.29061505 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36228573 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20514317 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36439937 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2790563 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42651436 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3728736 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37000635 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25238773 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3641561 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37063858 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3406693 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16753641 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34044057 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16528599 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3510486 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16424352 ---Validation accuracy:--- 0.9078 Validation Loss: 0.35106835 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23787655 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33698177 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14312239 ---Validation accuracy:--- 0.9116 Validation Loss: 0.33262435 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2801206 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32974213 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10138406 ---Validation accuracy:--- 0.907 Validation Loss: 0.34594867 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37139824 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33033305 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.18578568 ---Validation accuracy:--- 0.916 Validation Loss: 0.31781673 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15884146 ---Validation accuracy:--- 0.912 Validation Loss: 0.33975947 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1850438 ---Validation accuracy:--- 0.9092 Validation Loss: 0.35022262 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27274397 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35787725 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2045966 ---Validation accuracy:--- 0.91 Validation Loss: 0.34398755 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29820096 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3672893 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21027489 ---Validation accuracy:--- 0.912 Validation Loss: 0.33597875 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1512908 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35207945 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2254025 ---Validation accuracy:--- 0.8696 Validation Loss: 0.43993336 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3516422 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42199057 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30383986 ---Validation accuracy:--- 0.892 Validation Loss: 0.3847348 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33265504 ---Validation accuracy:--- 0.888 Validation Loss: 0.4104793 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21204992 ---Validation accuracy:--- 0.8972 Validation Loss: 0.389217 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15026587 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3448499 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2763991 ---Validation accuracy:--- 0.908 Validation Loss: 0.34306303 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24833305 ---Validation accuracy:--- 0.8996 Validation Loss: 0.372873 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16947386 ---Validation accuracy:--- 0.911 Validation Loss: 0.3318212 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13053429 ---Validation accuracy:--- 0.91 Validation Loss: 0.3320089 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13853851 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33604136 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31710702 ---Validation accuracy:--- 0.904 Validation Loss: 0.34789953 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2802321 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33332926 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15944429 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36633232 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19803396 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35322827 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16400431 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3334327 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10011723 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34127244 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27423206 ---Validation accuracy:--- 0.8728 Validation Loss: 0.45956954 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40992394 ---Validation accuracy:--- 0.8612 Validation Loss: 0.4949041 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26719517 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34651703 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18891974 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35516053 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2223891 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4439793 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20811 ---Validation accuracy:--- 0.894 Validation Loss: 0.38185978 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2898316 ---Validation accuracy:--- 0.9046 Validation Loss: 0.36090288 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1438801 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32881957 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24719101 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3517716 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17963067 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3398376 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2547011 ---Validation accuracy:--- 0.9146 Validation Loss: 0.324112 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.53199214 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4859166 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26734796 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3380679 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.23130763 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33275348 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17006023 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32975492 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16016945 ---Validation accuracy:--- 0.89 Validation Loss: 0.41283008 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28910354 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35011095 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26939 ---Validation accuracy:--- 0.911 Validation Loss: 0.33370125 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18548973 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3171239 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25323403 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33003226 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.41467118 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3579846 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2612479 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3250854 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2205901 ---Validation accuracy:--- 0.9062 Validation Loss: 0.347314 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22621801 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32971704 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.17872325 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3117881 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31100678 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38155332 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3120819 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3336544 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11734233 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3487485 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30426943 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3624003 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.32664764 ---Validation accuracy:--- 0.9062 Validation Loss: 0.36512208 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.35147384 ---Validation accuracy:--- 0.898 Validation Loss: 0.37241924 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22222532 ---Validation accuracy:--- 0.9036 Validation Loss: 0.36273232 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2966753 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32555687 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26347348 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32790524 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13889836 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33528438 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12374995 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3475352 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2737856 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34069502 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.28616023 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4025874 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18216601 ---Validation accuracy:--- 0.893 Validation Loss: 0.3979115 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.27191502 ---Validation accuracy:--- 0.8734 Validation Loss: 0.4586327 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23134847 ---Validation accuracy:--- 0.907 Validation Loss: 0.3406019 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29157615 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34418282 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27441242 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3477503 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19529164 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37110755 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22106662 ---Validation accuracy:--- 0.9058 Validation Loss: 0.35176855 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26958388 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39771545 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26465583 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33222806 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5200728 ---Validation accuracy:--- 0.916 Validation Loss: 0.32459205 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5099643 ---Validation accuracy:--- 0.909 Validation Loss: 0.33978024 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24462563 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32402915 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19236667 ---Validation accuracy:--- 0.8984 Validation Loss: 0.357012 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25111672 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34402868 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.264563 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33314565 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28815868 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33926815 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26788837 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3375341 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28285187 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34003288 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23221569 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3217024 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23746887 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33148777 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27736807 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32106134 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2891622 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34964532 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31818998 ---Validation accuracy:--- 0.892 Validation Loss: 0.37975082 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.35575253 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4067979 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22228748 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33454275 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.33159745 ---Validation accuracy:--- 0.906 Validation Loss: 0.35917988 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17811614 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3512532 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21602806 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3456676 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22593588 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3276126 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2902722 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32475138 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.27297252 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34083477 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39003062 ---Validation accuracy:--- 0.908 Validation Loss: 0.3401458 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29209742 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3296138 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.122982174 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33546194 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26217604 ---Validation accuracy:--- 0.905 Validation Loss: 0.3462199 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18878515 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32762665 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1773188 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32710895 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38957185 ---Validation accuracy:--- 0.8982 Validation Loss: 0.39147863 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21024491 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35477185 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28684944 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31886724 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17449374 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33943173 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3645426 ---Validation accuracy:--- 0.908 Validation Loss: 0.34240857 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11497737 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34994352 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.33215386 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34001434 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27319342 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32855532 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16474457 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40142423 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2685521 ---Validation accuracy:--- 0.906 Validation Loss: 0.35354513 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1981413 ---Validation accuracy:--- 0.9194 Validation Loss: 0.31068075 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24678409 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33468932 Epoch: 1 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0.33436593 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.31619272 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32254976 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18302105 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32595414 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20809196 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32862794 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2727239 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33739418 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39665544 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33153695 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20252793 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35315242 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18687691 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3423971 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20161846 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3802669 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20667042 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33762714 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20594296 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3752126 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18972737 ---Validation accuracy:--- 0.913 Validation Loss: 0.32709154 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21140917 ---Validation accuracy:--- 0.8878 Validation Loss: 0.39601573 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2439947 ---Validation accuracy:--- 0.9136 Validation Loss: 0.33081722 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26778558 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34879023 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.30141658 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3308527 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15361209 ---Validation accuracy:--- 0.919 Validation Loss: 0.31953403 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.293023 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36324093 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25468448 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35792172 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26117066 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31754506 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23581925 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3291566 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1548992 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33445597 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13839783 ---Validation accuracy:--- 0.914 Validation Loss: 0.33708212 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25745136 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3127761 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30661988 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3285019 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20902711 ---Validation accuracy:--- 0.91 Validation Loss: 0.33798534 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14784391 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32296044 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17182554 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3593273 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31265113 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34244028 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2263694 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3183804 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22401606 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33621442 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17562859 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3295863 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26787892 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32849964 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20390287 ---Validation accuracy:--- 0.912 Validation Loss: 0.32622543 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21640506 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32881996 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19183679 ---Validation accuracy:--- 0.91 Validation Loss: 0.34420294 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.19327997 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31871945 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27947676 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33921698 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37816295 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35589013 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37424645 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32004464 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24714382 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30486485 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.27685496 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31221804 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11694375 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31077173 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20997322 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3022089 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1317629 ---Validation accuracy:--- 0.911 Validation Loss: 0.3185741 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1637933 ---Validation accuracy:--- 0.872 Validation Loss: 0.45553282 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2709921 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35283202 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18692113 ---Validation accuracy:--- 0.9182 Validation Loss: 0.32111967 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19283783 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3267239 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23168544 ---Validation accuracy:--- 0.911 Validation Loss: 0.34166488 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2546048 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34897426 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18329449 ---Validation accuracy:--- 0.904 Validation Loss: 0.36655772 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25914794 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36935943 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2131596 ---Validation accuracy:--- 0.914 Validation Loss: 0.32308143 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17721051 ---Validation accuracy:--- 0.905 Validation Loss: 0.34953818 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23552604 ---Validation accuracy:--- 0.912 Validation Loss: 0.3327991 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1170902 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32338235 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2873509 ---Validation accuracy:--- 0.907 Validation Loss: 0.3421831 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22769533 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3493032 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16938147 ---Validation accuracy:--- 0.9092 Validation Loss: 0.335915 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12833256 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37000775 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21876991 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33188134 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25221658 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3333789 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1406417 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36945033 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2722291 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32853085 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32029393 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34158853 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19684288 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31189457 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.38343948 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33016127 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25774306 ---Validation accuracy:--- 0.901 Validation Loss: 0.36466876 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29611105 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3271214 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21385784 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34203473 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24250175 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3708206 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30934563 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3377679 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21474607 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33735797 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16731043 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32220507 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19989975 ---Validation accuracy:--- 0.913 Validation Loss: 0.31243265 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20624106 ---Validation accuracy:--- 0.908 Validation Loss: 0.3323088 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15301731 ---Validation accuracy:--- 0.91 Validation Loss: 0.33447295 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27450335 ---Validation accuracy:--- 0.896 Validation Loss: 0.37218308 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26094317 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32314444 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23391043 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34927195 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2515688 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37584847 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23539147 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37187535 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18991339 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3464429 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25211868 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3732623 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36998665 ---Validation accuracy:--- 0.8868 Validation Loss: 0.41188228 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5896607 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4425641 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.36705682 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41280293 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22713207 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34274217 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15724161 ---Validation accuracy:--- 0.902 Validation Loss: 0.36010316 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.176097 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38237318 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20308524 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31557456 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3019446 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32485008 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36771882 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34134248 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.47767022 ---Validation accuracy:--- 0.905 Validation Loss: 0.35006958 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3798145 ---Validation accuracy:--- 0.8756 Validation Loss: 0.44233656 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28182858 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44241247 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4105618 ---Validation accuracy:--- 0.8732 Validation Loss: 0.43546978 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.25070894 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34182328 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26799977 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32891983 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15562956 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31362253 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3175513 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35574427 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4163448 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38145375 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14431873 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31612712 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.080395944 ---Validation accuracy:--- 0.915 Validation Loss: 0.31430405 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14999768 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3113217 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10585167 ---Validation accuracy:--- 0.898 Validation Loss: 0.36136928 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2573423 ---Validation accuracy:--- 0.9114 Validation Loss: 0.33240813 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24827874 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33966997 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15853098 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31765938 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18098995 ---Validation accuracy:--- 0.9134 Validation Loss: 0.317973 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0850197 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32438627 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07705923 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32177123 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25985748 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35885042 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12865536 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32570675 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2819123 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31483367 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19686234 ---Validation accuracy:--- 0.914 Validation Loss: 0.3248746 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22716632 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31556326 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22717255 ---Validation accuracy:--- 0.899 Validation Loss: 0.37478063 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21929386 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31193164 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16883163 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32764053 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20137605 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38630068 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26721576 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3587703 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.4770404 ---Validation accuracy:--- 0.8328 Validation Loss: 0.56537 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3743004 ---Validation accuracy:--- 0.8522 Validation Loss: 0.53291696 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24289924 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3649151 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37363118 ---Validation accuracy:--- 0.8848 Validation Loss: 0.39972872 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.230111 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3523907 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17270675 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3369988 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18544717 ---Validation accuracy:--- 0.913 Validation Loss: 0.3270968 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29309008 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31957808 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18124643 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31543353 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.32715207 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33562133 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3002141 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40120757 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31227586 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40514395 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16154955 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34097514 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28291744 ---Validation accuracy:--- 0.903 Validation Loss: 0.3470269 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14830032 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34467706 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22086486 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38129568 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29061234 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34822345 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11351374 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31990722 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27214518 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34219456 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15830906 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3337502 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18121728 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35516995 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21453495 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30980512 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11512509 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3195386 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21716344 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32458565 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2823973 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32956782 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1923151 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31526884 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07679493 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3371259 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16555011 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3301013 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11290756 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32668427 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3648939 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31273076 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2138329 ---Validation accuracy:--- 0.912 Validation Loss: 0.33242846 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19960232 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3052776 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18218434 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31398672 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22560126 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32945377 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11778366 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37104428 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5842867 ---Validation accuracy:--- 0.8412 Validation Loss: 0.57815975 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.804449 ---Validation accuracy:--- 0.7898 Validation Loss: 0.76150924 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.38501835 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4789208 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30912286 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3781389 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15564151 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34122637 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22083744 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3405913 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15689845 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32714024 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24282505 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3455637 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24303354 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34144664 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35590073 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3329282 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21084371 ---Validation accuracy:--- 0.9132 Validation Loss: 0.327535 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25428954 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3451304 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2506578 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33427522 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15345562 ---Validation accuracy:--- 0.9148 Validation Loss: 0.323091 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21880291 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3327989 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26892963 ---Validation accuracy:--- 0.8736 Validation Loss: 0.43771806 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22306629 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33448035 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15775888 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3813722 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15699893 ---Validation accuracy:--- 0.913 Validation Loss: 0.32797524 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2477805 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32538003 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19896904 ---Validation accuracy:--- 0.9 Validation Loss: 0.3738494 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.43938348 ---Validation accuracy:--- 0.8786 Validation Loss: 0.42574823 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38279617 ---Validation accuracy:--- 0.896 Validation Loss: 0.38034728 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30216935 ---Validation accuracy:--- 0.902 Validation Loss: 0.3402051 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35915652 ---Validation accuracy:--- 0.9 Validation Loss: 0.3649481 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2685384 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31879535 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16749492 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33091593 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119549334 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33515123 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15395926 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33177346 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25021654 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3408612 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17732593 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3511264 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18513544 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30781582 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24072513 ---Validation accuracy:--- 0.912 Validation Loss: 0.32201537 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28692663 ---Validation accuracy:--- 0.9126 Validation Loss: 0.326517 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14032753 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32755008 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20960945 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31050462 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22397035 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34678754 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18537399 ---Validation accuracy:--- 0.8978 Validation Loss: 0.35672325 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28204477 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36908424 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15795356 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34179962 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26054323 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33065912 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20781559 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3421935 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2360888 ---Validation accuracy:--- 0.919 Validation Loss: 0.3135699 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18222415 ---Validation accuracy:--- 0.902 Validation Loss: 0.33757004 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20359632 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38217923 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14033201 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3203611 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2287616 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34006187 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27578056 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32728216 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1352073 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33184525 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2220944 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3300236 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24224423 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34300548 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15425734 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39648843 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20091976 ---Validation accuracy:--- 0.909 Validation Loss: 0.3408807 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18599518 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31581005 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3799018 ---Validation accuracy:--- 0.895 Validation Loss: 0.37370902 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3009667 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3113996 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17677653 ---Validation accuracy:--- 0.917 Validation Loss: 0.30736658 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26039842 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3371974 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25163832 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34848237 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26538405 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40345415 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19807453 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4036361 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21713291 ---Validation accuracy:--- 0.8704 Validation Loss: 0.43910503 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25238478 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33622772 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26549315 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3786801 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08559969 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32587585 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20289694 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31425032 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17389116 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30994016 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13954037 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34018344 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17826407 ---Validation accuracy:--- 0.9182 Validation Loss: 0.32121328 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17633116 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33195612 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1877113 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30319417 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2376015 ---Validation accuracy:--- 0.9162 Validation Loss: 0.324455 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29333353 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3086524 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18554103 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34500673 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24780227 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38261518 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28988206 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33722416 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.135956 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31311163 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2630542 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38723856 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18540603 ---Validation accuracy:--- 0.911 Validation Loss: 0.332665 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22845261 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33139557 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.30992997 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4243063 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20088543 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32864714 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17675617 ---Validation accuracy:--- 0.909 Validation Loss: 0.3541218 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11476782 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32619563 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28049302 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3205116 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23935801 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31445104 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15209292 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31583178 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33189458 ---Validation accuracy:--- 0.913 Validation Loss: 0.33378726 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2872862 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3550468 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30080894 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35827464 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31118625 ---Validation accuracy:--- 0.92 Validation Loss: 0.31276312 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12027281 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31273615 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18095958 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3195497 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.32623878 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33208457 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22094364 ---Validation accuracy:--- 0.919 Validation Loss: 0.30478466 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29396507 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30962226 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24169056 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33001906 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32833785 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35201338 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18668205 ---Validation accuracy:--- 0.897 Validation Loss: 0.39077333 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13747577 ---Validation accuracy:--- 0.911 Validation Loss: 0.33135977 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.3509114 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30892265 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1699564 ---Validation accuracy:--- 0.9218 Validation Loss: 0.3049411 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24447303 ---Validation accuracy:--- 0.905 Validation Loss: 0.3548628 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22043848 ---Validation accuracy:--- 0.918 Validation Loss: 0.3232729 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22724 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42983636 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15663646 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33692628 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21095866 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30650657 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16863783 ---Validation accuracy:--- 0.912 Validation Loss: 0.33019522 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17502695 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3102501 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18644634 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3041363 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.1259872 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33168003 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08575218 ---Validation accuracy:--- 0.917 Validation Loss: 0.31683227 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.30966854 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31884035 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21068455 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3334768 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24723089 ---Validation accuracy:--- 0.914 Validation Loss: 0.32518062 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10150452 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30413827 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23613296 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32541826 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15973276 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33306068 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2243495 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3124973 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1150079 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3003019 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.30108204 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31176227 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1421869 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3053513 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39126316 ---Validation accuracy:--- 0.905 Validation Loss: 0.3599905 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23408897 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33489513 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.23995817 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32934418 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26685596 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33804792 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2201202 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32657558 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14806174 ---Validation accuracy:--- 0.915 Validation Loss: 0.3155493 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33452684 ---Validation accuracy:--- 0.89 Validation Loss: 0.39177918 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19192708 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3281322 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18598673 ---Validation accuracy:--- 0.8978 Validation Loss: 0.35279933 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09374195 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3158304 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14767128 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3265911 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17112094 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3341274 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17328049 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32164943 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39545015 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39533532 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25598127 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3362034 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17816253 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31012568 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1669069 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32604054 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11418882 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3122345 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1284676 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3302345 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2004878 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3320544 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22520207 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34466222 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.43259716 ---Validation accuracy:--- 0.8704 Validation Loss: 0.44349843 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15520075 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37077972 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34946114 ---Validation accuracy:--- 0.89 Validation Loss: 0.3824886 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23310977 ---Validation accuracy:--- 0.907 Validation Loss: 0.34291685 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19253951 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31054473 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10384344 ---Validation accuracy:--- 0.914 Validation Loss: 0.31656322 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17776859 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31628817 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17159776 ---Validation accuracy:--- 0.898 Validation Loss: 0.36636966 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13729708 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3198772 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28903016 ---Validation accuracy:--- 0.9156 Validation Loss: 0.322882 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11144846 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33507416 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13456357 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31429324 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16160983 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40379527 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.65834075 ---Validation accuracy:--- 0.8432 Validation Loss: 0.6175161 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25954002 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3568193 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19728898 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31647363 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22199863 ---Validation accuracy:--- 0.916 Validation Loss: 0.31806782 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27962565 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3336649 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25834668 ---Validation accuracy:--- 0.919 Validation Loss: 0.3122128 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07968686 ---Validation accuracy:--- 0.919 Validation Loss: 0.31054276 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21662438 ---Validation accuracy:--- 0.912 Validation Loss: 0.3308651 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20769812 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31498346 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1828312 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3275957 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10800602 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31450963 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0949688 ---Validation accuracy:--- 0.9168 Validation Loss: 0.32435963 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32328078 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4554747 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.567655 ---Validation accuracy:--- 0.8426 Validation Loss: 0.5733648 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17074183 ---Validation accuracy:--- 0.906 Validation Loss: 0.3549269 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31154168 ---Validation accuracy:--- 0.9068 Validation Loss: 0.35828817 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24104409 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3249335 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20748048 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3208881 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29135773 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35251427 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17470509 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35318705 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27473867 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31965044 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2447309 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3300733 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17704152 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31665486 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.109223954 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30835316 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1876196 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30496857 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25015283 ---Validation accuracy:--- 0.901 Validation Loss: 0.35847694 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.272579 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34921467 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24084492 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31844482 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15014194 ---Validation accuracy:--- 0.907 Validation Loss: 0.34702066 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33115616 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35014397 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1774379 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32375637 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32878017 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34232074 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14475134 ---Validation accuracy:--- 0.92 Validation Loss: 0.30643937 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29320988 ---Validation accuracy:--- 0.8768 Validation Loss: 0.4481164 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2124793 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34154442 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20416449 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3251095 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11442975 ---Validation accuracy:--- 0.9218 Validation Loss: 0.302867 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.118327715 ---Validation accuracy:--- 0.922 Validation Loss: 0.29724437 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18938465 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3049984 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16261274 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31031927 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16465832 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30904824 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15016189 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33529004 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.283887 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3445628 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22933736 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30314994 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2579352 ---Validation accuracy:--- 0.916 Validation Loss: 0.3196321 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26617503 ---Validation accuracy:--- 0.909 Validation Loss: 0.34030348 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.30881953 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3289953 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17087455 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3410633 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1629275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30971366 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18594769 ---Validation accuracy:--- 0.9058 Validation Loss: 0.345729 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2661599 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35484186 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31482035 ---Validation accuracy:--- 0.9084 Validation Loss: 0.34096244 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17739172 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30052003 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23557355 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31823945 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1613173 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32799086 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23106241 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30699503 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.25228304 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33636248 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12846482 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3894271 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14062652 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32883897 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17569901 ---Validation accuracy:--- 0.91 Validation Loss: 0.33139354 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17015983 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31795606 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2439156 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29117545 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19554424 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29123902 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20763119 ---Validation accuracy:--- 0.92 Validation Loss: 0.30931708 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11588175 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31481305 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20481867 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31411812 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1360038 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30357152 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15336306 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32872498 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14101157 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3118232 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24134208 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33578718 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36927193 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40199295 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25567085 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31150982 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26323643 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29856417 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19488746 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29320577 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23638664 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34171823 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26667386 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4235397 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07362147 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32292953 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20740208 ---Validation accuracy:--- 0.908 Validation Loss: 0.34543926 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2399823 ---Validation accuracy:--- 0.917 Validation Loss: 0.31341088 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18090466 ---Validation accuracy:--- 0.915 Validation Loss: 0.3243348 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21323486 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32900605 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.39211118 ---Validation accuracy:--- 0.877 Validation Loss: 0.44173917 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4537151 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42344102 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19809483 ---Validation accuracy:--- 0.9236 Validation Loss: 0.30515423 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13449532 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38031238 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32913148 ---Validation accuracy:--- 0.9218 Validation Loss: 0.30008522 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16760153 ---Validation accuracy:--- 0.9248 Validation Loss: 0.300044 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12852755 ---Validation accuracy:--- 0.913 Validation Loss: 0.32886064 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.24739434 ---Validation accuracy:--- 0.921 Validation Loss: 0.30514035 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17167175 ---Validation accuracy:--- 0.923 Validation Loss: 0.30407983 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25622806 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35268852 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21796003 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3019732 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11643141 ---Validation accuracy:--- 0.917 Validation Loss: 0.32004032 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18766364 ---Validation accuracy:--- 0.9196 Validation Loss: 0.31076926 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24412498 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3696253 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25879326 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41659936 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21090385 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39858282 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3918836 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38358912 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2840335 ---Validation accuracy:--- 0.922 Validation Loss: 0.30959132 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33442974 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3615347 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2486906 ---Validation accuracy:--- 0.91 Validation Loss: 0.34384495 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23696354 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33757153 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18498558 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33421454 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2211604 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3269937 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17505728 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3183922 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19629702 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31664926 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101072066 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31569022 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2672143 ---Validation accuracy:--- 0.8902 Validation Loss: 0.37670195 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3116023 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3413922 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26196063 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3529625 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1742372 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3200686 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15492402 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31778502 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22360829 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29552206 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13398251 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34931174 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.39302894 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3624915 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4874228 ---Validation accuracy:--- 0.8702 Validation Loss: 0.46544892 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18213424 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3573867 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3984202 ---Validation accuracy:--- 0.8796 Validation Loss: 0.40934154 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3039107 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32313472 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2434848 ---Validation accuracy:--- 0.913 Validation Loss: 0.31313607 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09668088 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31774187 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25513417 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32456958 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.20639874 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3338984 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3117799 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30812043 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15300691 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31185886 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1569833 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31254584 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15157415 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30060336 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15804186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30525056 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39728996 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30625308 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23430645 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3165764 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22448273 ---Validation accuracy:--- 0.9156 Validation Loss: 0.32180536 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15830168 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31075123 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13363531 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32335407 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17133671 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30166847 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20801151 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29409873 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2979916 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3376605 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2522862 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31045738 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10424223 ---Validation accuracy:--- 0.9154 Validation Loss: 0.317881 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20159979 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34817174 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23637824 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32182643 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13911904 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32057196 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28473213 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34822163 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27821934 ---Validation accuracy:--- 0.914 Validation Loss: 0.3128829 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.38506523 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35553348 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23372239 ---Validation accuracy:--- 0.919 Validation Loss: 0.30995128 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14060897 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3337573 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12028018 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30879933 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19044064 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4000434 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18049671 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33579376 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13573839 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29574364 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122804 ---Validation accuracy:--- 0.92 Validation Loss: 0.3000314 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2465529 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31322822 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23916706 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34207645 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21690875 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32256743 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20768204 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29978463 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23201199 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32660726 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.35514298 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3919335 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22093554 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31996742 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25687468 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29996017 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17303406 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33894742 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25992635 ---Validation accuracy:--- 0.905 Validation Loss: 0.3305128 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11120564 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31047493 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29907092 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29876587 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25293696 ---Validation accuracy:--- 0.912 Validation Loss: 0.3197585 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21625356 ---Validation accuracy:--- 0.918 Validation Loss: 0.30663434 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19432995 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31166354 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17793028 ---Validation accuracy:--- 0.902 Validation Loss: 0.34669515 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1942942 ---Validation accuracy:--- 0.8924 Validation Loss: 0.372121 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15306523 ---Validation accuracy:--- 0.907 Validation Loss: 0.3361808 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16372025 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32414076 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31152266 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30270195 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23376565 ---Validation accuracy:--- 0.918 Validation Loss: 0.30232105 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.2169831 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30481768 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20219818 ---Validation accuracy:--- 0.908 Validation Loss: 0.34765235 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31386557 ---Validation accuracy:--- 0.919 Validation Loss: 0.30527896 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19209485 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30087817 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16701138 ---Validation accuracy:--- 0.906 Validation Loss: 0.3491524 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22422506 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32926702 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1629072 ---Validation accuracy:--- 0.9118 Validation Loss: 0.332468 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25212228 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38591397 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14626223 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3212435 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18851355 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38211808 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.1738865 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3197646 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23966552 ---Validation accuracy:--- 0.916 Validation Loss: 0.30722037 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1254949 ---Validation accuracy:--- 0.915 Validation Loss: 0.31565824 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22655441 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29759687 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24700397 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33144608 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1213039 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32447565 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13582891 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31698966 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1584743 ---Validation accuracy:--- 0.913 Validation Loss: 0.3151582 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13525662 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3074278 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19441773 ---Validation accuracy:--- 0.918 Validation Loss: 0.30590877 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14398873 ---Validation accuracy:--- 0.912 Validation Loss: 0.31998545 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.18618584 ---Validation accuracy:--- 0.8704 Validation Loss: 0.45442265 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27975175 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34561217 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13917278 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3002258 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1397865 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31420034 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14815412 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29748675 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3089013 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29379576 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15704197 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3190642 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15574753 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30742282 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2841334 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31811556 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08814847 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3068506 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23138264 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35425904 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22348279 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32031122 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21522933 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30554378 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21108264 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31369913 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17570634 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31964052 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17413624 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34407008 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15337269 ---Validation accuracy:--- 0.9 Validation Loss: 0.35345384 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25873795 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2945845 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19492416 ---Validation accuracy:--- 0.9114 Validation Loss: 0.34120536 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15632467 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32806066 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17456873 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2867188 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24949028 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32940307 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16889992 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29404688 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17650555 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31225985 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.50151134 ---Validation accuracy:--- 0.8526 Validation Loss: 0.49976134 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5005847 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4722042 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17000939 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35087729 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33366582 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32450995 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15223247 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31802425 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2685026 ---Validation accuracy:--- 0.922 Validation Loss: 0.2946628 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10447202 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3564348 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13979518 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32761663 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15600099 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32309312 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.24459472 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3313519 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17304088 ---Validation accuracy:--- 0.92 Validation Loss: 0.30100954 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14341694 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32763985 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3225126 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34245688 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13156231 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30957443 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20185451 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30495468 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27109706 ---Validation accuracy:--- 0.903 Validation Loss: 0.3719715 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28029233 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33955258 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17141874 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3105436 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1637011 ---Validation accuracy:--- 0.922 Validation Loss: 0.293699 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17898078 ---Validation accuracy:--- 0.918 Validation Loss: 0.3030172 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21610281 ---Validation accuracy:--- 0.915 Validation Loss: 0.3223933 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16621666 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3146062 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09370504 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3023703 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17088449 ---Validation accuracy:--- 0.9068 Validation Loss: 0.339625 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3012606 ---Validation accuracy:--- 0.9196 Validation Loss: 0.310446 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1247222 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31722844 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32756388 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30735686 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12304694 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30193302 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21866722 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34156537 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3001516 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43230897 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24018551 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37452915 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26305085 ---Validation accuracy:--- 0.894 Validation Loss: 0.378509 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23774432 ---Validation accuracy:--- 0.899 Validation Loss: 0.3655811 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2836385 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29595757 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18449397 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33458683 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25759202 ---Validation accuracy:--- 0.9096 Validation Loss: 0.330894 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15065263 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29928905 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15691471 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32971293 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16481815 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3066982 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16366123 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30529648 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13359118 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30070272 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12694684 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35415986 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23363228 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30521324 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16019304 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29768747 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1189971 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30327836 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.36908153 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28284615 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122907676 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28408548 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.27999794 ---Validation accuracy:--- 0.923 Validation Loss: 0.30301654 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.1736696 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32572994 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14707778 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29716513 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13035446 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31854686 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15655091 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32894012 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2433585 ---Validation accuracy:--- 0.925 Validation Loss: 0.30142215 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21226162 ---Validation accuracy:--- 0.913 Validation Loss: 0.34117284 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11522123 ---Validation accuracy:--- 0.9232 Validation Loss: 0.30775452 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11866189 ---Validation accuracy:--- 0.899 Validation Loss: 0.38057265 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16385767 ---Validation accuracy:--- 0.908 Validation Loss: 0.34643736 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.35051015 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32900232 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1923782 ---Validation accuracy:--- 0.907 Validation Loss: 0.34013224 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20424984 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29453066 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23858723 ---Validation accuracy:--- 0.8856 Validation Loss: 0.39708543 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.26259896 ---Validation accuracy:--- 0.909 Validation Loss: 0.33052447 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17511874 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30088836 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10783666 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3440719 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.26057646 ---Validation accuracy:--- 0.9194 Validation Loss: 0.32151213 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21530758 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3249071 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13653192 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30715254 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18198465 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31681323 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21975063 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3141021 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.17787048 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3221104 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2090407 ---Validation accuracy:--- 0.919 Validation Loss: 0.3113311 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11168848 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30934203 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16456883 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30114833 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13569438 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28527597 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.23365885 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31898662 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2078194 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30409145 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17739543 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42285272 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2930955 ---Validation accuracy:--- 0.895 Validation Loss: 0.39675432 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2888404 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31560615 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22254978 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32685274 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21368885 ---Validation accuracy:--- 0.8928 Validation Loss: 0.37224215 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27030808 ---Validation accuracy:--- 0.895 Validation Loss: 0.3998851 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16680813 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3010165 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.27029064 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29914272 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13458462 ---Validation accuracy:--- 0.922 Validation Loss: 0.2921916 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.3221933 ---Validation accuracy:--- 0.898 Validation Loss: 0.35338384 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.39516675 ---Validation accuracy:--- 0.8604 Validation Loss: 0.4694415 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23062141 ---Validation accuracy:--- 0.908 Validation Loss: 0.32346818 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21693337 ---Validation accuracy:--- 0.879 Validation Loss: 0.41332042 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2699063 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34703934 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2239063 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3007528 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.078907155 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3050531 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25774747 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29510397 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090017185 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27925375 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23553127 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30281666 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22165722 ---Validation accuracy:--- 0.9174 Validation Loss: 0.304884 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.119261645 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28510532 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17963874 ---Validation accuracy:--- 0.903 Validation Loss: 0.3613412 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34579042 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4113245 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40104705 ---Validation accuracy:--- 0.847 Validation Loss: 0.5449037 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19642478 ---Validation accuracy:--- 0.9144 Validation Loss: 0.33063462 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21847469 ---Validation accuracy:--- 0.917 Validation Loss: 0.3146929 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2352161 ---Validation accuracy:--- 0.919 Validation Loss: 0.31314647 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20031276 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32175502 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23903885 ---Validation accuracy:--- 0.8844 Validation Loss: 0.42798838 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1845298 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34177095 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39869422 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35545868 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17787363 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36644566 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.43735787 ---Validation accuracy:--- 0.873 Validation Loss: 0.42786324 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.47432014 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5448758 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19117306 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36185348 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.71809614 ---Validation accuracy:--- 0.842 Validation Loss: 0.59371585 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4122373 ---Validation accuracy:--- 0.845 Validation Loss: 0.6067322 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.53449005 ---Validation accuracy:--- 0.8594 Validation Loss: 0.48998234 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22313595 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37731612 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.30868757 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33653793 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24536541 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32250333 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22475128 ---Validation accuracy:--- 0.915 Validation Loss: 0.31182992 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13299488 ---Validation accuracy:--- 0.9168 Validation Loss: 0.306427 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1449766 ---Validation accuracy:--- 0.918 Validation Loss: 0.30822676 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29194295 ---Validation accuracy:--- 0.92 Validation Loss: 0.31099847 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31755257 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3337626 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21655425 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33219478 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18425685 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30538774 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2003503 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29916418 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13353217 ---Validation accuracy:--- 0.915 Validation Loss: 0.31636393 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40659964 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2995338 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10591135 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30411205 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19242108 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31497458 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.21935779 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29967108 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2680164 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34626478 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14379197 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32108963 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13741332 ---Validation accuracy:--- 0.919 Validation Loss: 0.30733243 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16338097 ---Validation accuracy:--- 0.908 Validation Loss: 0.33525968 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31633335 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3149663 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22039057 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3006359 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15316793 ---Validation accuracy:--- 0.921 Validation Loss: 0.29314765 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.206637 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29057172 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20973001 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30521145 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10661616 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29838952 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19364668 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3117896 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17738248 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2932925 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.296346 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34593093 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17012185 ---Validation accuracy:--- 0.9204 Validation Loss: 0.31088918 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.26622117 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38348082 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21100087 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3063907 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.099012144 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2922006 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19968015 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30061826 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32284287 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3094798 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11467276 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33842418 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.225098 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35970563 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.47248763 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29689872 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16518116 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28653422 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16316852 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28751448 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2707321 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3074704 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12713489 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3220583 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22773662 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30914766 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24515097 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2849662 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1718277 ---Validation accuracy:--- 0.917 Validation Loss: 0.30039716 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.18081072 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31582087 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20455791 ---Validation accuracy:--- 0.917 Validation Loss: 0.31051114 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1897921 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29758376 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2842124 ---Validation accuracy:--- 0.868 Validation Loss: 0.4963999 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37066695 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36935452 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33852428 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33873332 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28130862 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3540322 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2376027 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33129823 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30700478 ---Validation accuracy:--- 0.921 Validation Loss: 0.30062523 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10330418 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29341212 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13443933 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30748647 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2236312 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30530953 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15858273 ---Validation accuracy:--- 0.913 Validation Loss: 0.31748298 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24969947 ---Validation accuracy:--- 0.919 Validation Loss: 0.32108867 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30139092 ---Validation accuracy:--- 0.9056 Validation Loss: 0.36636817 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25716397 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31646225 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15143014 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29898143 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24934311 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30910277 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1018543 ---Validation accuracy:--- 0.922 Validation Loss: 0.30269444 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2605803 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2874593 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.35493895 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3081947 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35008156 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4782063 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31125274 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38091353 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.10315245 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30535623 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06430202 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29860795 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33011004 ---Validation accuracy:--- 0.908 Validation Loss: 0.3357766 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36407718 ---Validation accuracy:--- 0.901 Validation Loss: 0.35370728 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16155353 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30293912 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16648348 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30430606 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3279648 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29556274 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30680463 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3196603 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.254961 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29199025 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1551281 ---Validation accuracy:--- 0.902 Validation Loss: 0.34849003 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25684687 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2974544 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28589335 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35171995 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13349062 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30909708 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17843051 ---Validation accuracy:--- 0.9214 Validation Loss: 0.3018877 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2389692 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3082349 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.29565156 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30421484 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2483067 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31337115 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31384408 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3415072 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1589966 ---Validation accuracy:--- 0.918 Validation Loss: 0.29735708 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20672163 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32062533 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14041582 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28531155 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1631556 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29221773 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25253934 ---Validation accuracy:--- 0.923 Validation Loss: 0.28803113 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.095255755 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2844742 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23570335 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2918793 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19957596 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3477308 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32411167 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29833016 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23660798 ---Validation accuracy:--- 0.8846 Validation Loss: 0.37965825 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20538099 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30408266 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12414739 ---Validation accuracy:--- 0.921 Validation Loss: 0.2929272 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.19760391 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3080133 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23487407 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2842558 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36025512 ---Validation accuracy:--- 0.91 Validation Loss: 0.320033 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13239285 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3193942 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12709929 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34096414 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1292576 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30079758 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19344403 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29164937 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22600342 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29426542 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22059359 ---Validation accuracy:--- 0.9076 Validation Loss: 0.327177 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22282289 ---Validation accuracy:--- 0.907 Validation Loss: 0.33432335 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2554479 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30806008 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18870148 ---Validation accuracy:--- 0.91 Validation Loss: 0.32623821 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39813343 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29001597 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21314436 ---Validation accuracy:--- 0.921 Validation Loss: 0.28649732 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17945221 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3110841 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2098772 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38254723 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22494866 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33495155 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13119785 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32475182 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0989123 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28666127 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19767058 ---Validation accuracy:--- 0.9096 Validation Loss: 0.31173894 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.49555618 ---Validation accuracy:--- 0.8612 Validation Loss: 0.50214225 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40309334 ---Validation accuracy:--- 0.899 Validation Loss: 0.3507849 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12661539 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2878448 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27636564 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2894203 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2832642 ---Validation accuracy:--- 0.919 Validation Loss: 0.30157816 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3083666 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34420517 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.14303005 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32012343 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2929861 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30580416 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15024826 ---Validation accuracy:--- 0.92 Validation Loss: 0.29618993 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18269703 ---Validation accuracy:--- 0.921 Validation Loss: 0.29001108 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12247738 ---Validation accuracy:--- 0.924 Validation Loss: 0.28710592 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17497657 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3144259 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13195744 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29682532 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14525257 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30396068 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24043217 ---Validation accuracy:--- 0.902 Validation Loss: 0.36325353 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21399923 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28640956 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23316531 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31393653 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16325203 ---Validation accuracy:--- 0.917 Validation Loss: 0.30034322 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.167105 ---Validation accuracy:--- 0.914 Validation Loss: 0.30377564 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1502456 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28620946 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2059677 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41224015 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25178665 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3230917 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32295907 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39370087 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33231997 ---Validation accuracy:--- 0.9038 Validation Loss: 0.340073 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.44264734 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33498713 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.39960635 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3245537 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18463491 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3089244 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18874836 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2939794 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17386648 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30645213 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22408187 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3167065 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.22824745 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3157761 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07782335 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28733906 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13233402 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28671977 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30531043 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3036501 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17235309 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31386483 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20085149 ---Validation accuracy:--- 0.921 Validation Loss: 0.29121366 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08096946 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29061317 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18850967 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3189428 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13169211 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2909858 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13639519 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30022836 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10519991 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28781945 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14226834 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27496833 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13772888 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2780412 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15235528 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2858115 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15259519 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3296157 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2776841 ---Validation accuracy:--- 0.9154 Validation Loss: 0.325675 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17240319 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33191988 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13957652 ---Validation accuracy:--- 0.92 Validation Loss: 0.29200086 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19279125 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2982508 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20227957 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30133155 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15189785 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31971392 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2730862 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3284151 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25410596 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3466539 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16911429 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28692245 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21174487 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31128383 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11335244 ---Validation accuracy:--- 0.922 Validation Loss: 0.28473452 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20178929 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30692884 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30982727 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3198113 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.192183 ---Validation accuracy:--- 0.9064 Validation Loss: 0.32226637 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13924639 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32874435 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20094784 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27789584 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19141422 ---Validation accuracy:--- 0.918 Validation Loss: 0.2964726 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15189701 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29187757 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1549469 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34312838 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.18401566 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32958883 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30439842 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30467454 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30028167 ---Validation accuracy:--- 0.8972 Validation Loss: 0.35780516 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28735924 ---Validation accuracy:--- 0.8996 Validation Loss: 0.360004 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20366956 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32083505 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14383206 ---Validation accuracy:--- 0.917 Validation Loss: 0.30194813 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14312387 ---Validation accuracy:--- 0.922 Validation Loss: 0.2869014 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15984674 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3415412 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2299783 ---Validation accuracy:--- 0.917 Validation Loss: 0.2931949 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09920019 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28466758 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13825114 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29248574 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16840757 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29131478 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15140852 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31662858 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2182834 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31924033 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1594973 ---Validation accuracy:--- 0.9124 Validation Loss: 0.316951 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17397246 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3308007 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18316035 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34469816 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20314448 ---Validation accuracy:--- 0.8892 Validation Loss: 0.38648263 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.33057603 ---Validation accuracy:--- 0.8846 Validation Loss: 0.42121354 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3025934 ---Validation accuracy:--- 0.898 Validation Loss: 0.36017093 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2431674 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32179266 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26659185 ---Validation accuracy:--- 0.904 Validation Loss: 0.34236333 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15419455 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3035357 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2194149 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36642107 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21661481 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32900962 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10605198 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3364709 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1767561 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28330478 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2191465 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30346254 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17508511 ---Validation accuracy:--- 0.901 Validation Loss: 0.34503984 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23199199 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35177678 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17923182 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33761236 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1921001 ---Validation accuracy:--- 0.923 Validation Loss: 0.29117557 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21655968 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30487216 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21682854 ---Validation accuracy:--- 0.92 Validation Loss: 0.30734518 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21089214 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29382014 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15253389 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3197686 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26398346 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30856654 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.22273904 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3192352 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21480425 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28775284 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07661858 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29060033 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21306488 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28964928 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09311203 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2861072 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06492238 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28289735 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.27390364 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27899444 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1218056 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2905775 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074835986 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30047196 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26386753 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3022338 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17628174 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42148975 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14796521 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28275448 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22169334 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29217812 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20057774 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29183033 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11393633 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30906764 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20011638 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31260625 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20542757 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28443766 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15007049 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3332437 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15913424 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30631733 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13932712 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3061342 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088475056 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29167446 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12785897 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2861772 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2470988 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31194395 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09044487 ---Validation accuracy:--- 0.917 Validation Loss: 0.3062769 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3062878 ---Validation accuracy:--- 0.908 Validation Loss: 0.33045727 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.086200126 ---Validation accuracy:--- 0.918 Validation Loss: 0.30236742 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10381256 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3028565 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21952744 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2833083 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.21588746 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29548585 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13004765 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35917315 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23848265 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3332409 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21101722 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3267207 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09495947 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29850075 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21245833 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30191803 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12084443 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31211236 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13056175 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2953615 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14439277 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3654294 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.113591865 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31225276 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13172252 ---Validation accuracy:--- 0.926 Validation Loss: 0.29416075 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1728356 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29004928 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1237475 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30709144 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21040134 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3604913 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1528934 ---Validation accuracy:--- 0.9208 Validation Loss: 0.31294838 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20236702 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28404203 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089313775 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28184107 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19212146 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30919364 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1162826 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3223421 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.18254913 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36903712 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.317184 ---Validation accuracy:--- 0.92 Validation Loss: 0.31166828 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10675593 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33878407 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17203207 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30679098 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1062458 ---Validation accuracy:--- 0.925 Validation Loss: 0.29304433 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14941345 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28312212 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077862374 ---Validation accuracy:--- 0.92 Validation Loss: 0.30332038 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25082046 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29243165 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.16852917 ---Validation accuracy:--- 0.914 Validation Loss: 0.32673684 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18371809 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28662086 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14350474 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28944284 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31045255 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33417147 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18941055 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3131324 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23251468 ---Validation accuracy:--- 0.91 Validation Loss: 0.33660635 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2884507 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39716414 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07162154 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32635263 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.116893284 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3205256 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13327095 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3117843 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2039868 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30723795 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11455175 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32097438 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15145329 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3168843 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17456177 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28256342 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1645679 ---Validation accuracy:--- 0.922 Validation Loss: 0.29070514 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.081018746 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30745387 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23047261 ---Validation accuracy:--- 0.915 Validation Loss: 0.30957964 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17943786 ---Validation accuracy:--- 0.923 Validation Loss: 0.292038 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.28173748 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3101042 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16820559 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28581527 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10395881 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2972064 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20089266 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30431303 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.11150436 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29256222 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18247361 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40180552 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.37533963 ---Validation accuracy:--- 0.887 Validation Loss: 0.41048783 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23449051 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30472556 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22823696 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30218634 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23922199 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30324593 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16738422 ---Validation accuracy:--- 0.913 Validation Loss: 0.32264245 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08202351 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2886267 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15788588 ---Validation accuracy:--- 0.92 Validation Loss: 0.3033042 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25579625 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36967504 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.40358153 ---Validation accuracy:--- 0.893 Validation Loss: 0.38442135 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21406162 ---Validation accuracy:--- 0.907 Validation Loss: 0.34663785 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.27688563 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29255748 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.272108 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30172214 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13046753 ---Validation accuracy:--- 0.913 Validation Loss: 0.30574435 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14244872 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30595705 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19062294 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29046318 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19618255 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2933371 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2481269 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29844135 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16007401 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3291571 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11709419 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3004787 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10062194 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2882676 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1429338 ---Validation accuracy:--- 0.913 Validation Loss: 0.32249165 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12257388 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3069908 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.122790195 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31848428 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3414532 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31179467 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22408953 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32429934 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19123992 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29935578 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09824083 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28875768 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1359054 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28248802 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2163315 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0.22456652 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37455076 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3214617 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29383695 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17597267 ---Validation accuracy:--- 0.925 Validation Loss: 0.27658978 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13240476 ---Validation accuracy:--- 0.922 Validation Loss: 0.2875822 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27479094 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30020243 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24243547 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33946237 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.312408 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3156072 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16070332 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28692755 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19096118 ---Validation accuracy:--- 0.923 Validation Loss: 0.28564912 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1952194 ---Validation accuracy:--- 0.869 Validation Loss: 0.44819087 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3766399 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29263085 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21580033 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29150006 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23525769 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34048954 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05266178 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29555947 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12728693 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30024633 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.3118011 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29386598 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14726561 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28976655 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24188519 ---Validation accuracy:--- 0.9066 Validation Loss: 0.32011947 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24935901 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3380966 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20111334 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32556054 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20502797 ---Validation accuracy:--- 0.922 Validation Loss: 0.29201353 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11326245 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2867636 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15755893 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2763666 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14231177 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27805626 Epoch: 3 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0.28392416 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20031475 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33316347 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13837141 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28381553 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1141232 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29254252 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.24416085 ---Validation accuracy:--- 0.9164 Validation Loss: 0.32556498 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.207719 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2900985 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20603481 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30214813 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1995351 ---Validation accuracy:--- 0.911 Validation Loss: 0.33986607 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22096938 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30688223 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1757074 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31536153 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16441517 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27826 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25113523 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32477766 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16588347 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27697006 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09117361 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30030763 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18399166 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27881637 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11937084 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2833958 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1078154 ---Validation accuracy:--- 0.917 Validation Loss: 0.30712762 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19560596 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26547453 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27549994 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31781265 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.27229184 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4252626 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 1.0604216 ---Validation accuracy:--- 0.7904 Validation Loss: 1.073168 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.74212766 ---Validation accuracy:--- 0.7936 Validation Loss: 0.7544978 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4800305 ---Validation accuracy:--- 0.8276 Validation Loss: 0.5300704 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23466583 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3968828 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.37291786 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0.27687436 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29193658 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1026223 ---Validation accuracy:--- 0.9218 Validation Loss: 0.3003543 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26374283 ---Validation accuracy:--- 0.913 Validation Loss: 0.32543203 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20747757 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30661243 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2169298 ---Validation accuracy:--- 0.925 Validation Loss: 0.29040644 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1494026 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29479095 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19968262 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29963946 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.350711 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3098888 Epoch: 3 ---Training accuracy:--- 0.94 Training 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0.95 Training Loss: 0.15773924 ---Validation accuracy:--- 0.921 Validation Loss: 0.2903664 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.25258762 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30278698 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23150674 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30546093 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1761 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28750464 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23120812 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33608046 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21494028 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29016656 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34926456 ---Validation accuracy:--- 0.92 Validation Loss: 0.29840723 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1795744 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2846936 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1601582 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28122607 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23298496 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2799478 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3174399 ---Validation accuracy:--- 0.919 Validation Loss: 0.3036516 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.42213318 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38572863 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.298495 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31067228 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13257676 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2795792 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1388329 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2821682 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20794131 ---Validation accuracy:--- 0.921 Validation Loss: 0.30271772 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2409832 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32343644 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13352637 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2953906 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2542219 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2928753 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2601846 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31697226 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1279795 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27833253 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18735123 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2840424 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18896627 ---Validation accuracy:--- 0.923 Validation Loss: 0.28451452 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18205075 ---Validation accuracy:--- 0.917 Validation Loss: 0.30894864 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1378059 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28721347 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13259168 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27976367 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22926052 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28153598 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21435481 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29189205 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19993992 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29181322 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22955915 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29016337 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2753522 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30188996 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19366673 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3392268 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.475234 ---Validation accuracy:--- 0.8654 Validation Loss: 0.45258033 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21352226 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2999208 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21595395 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2958634 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17931 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32652795 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31679899 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33334714 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19193333 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3067655 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21926281 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2990903 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15153342 ---Validation accuracy:--- 0.926 Validation Loss: 0.29306334 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.28149784 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30788597 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17010608 ---Validation accuracy:--- 0.924 Validation Loss: 0.29052836 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13999134 ---Validation accuracy:--- 0.922 Validation Loss: 0.29625362 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11158821 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3141094 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16076756 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28189617 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.1078908 ---Validation accuracy:--- 0.9258 Validation Loss: 0.29599112 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.1983057 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33902717 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.47471467 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32126504 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.149793 ---Validation accuracy:--- 0.921 Validation Loss: 0.29356933 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2242085 ---Validation accuracy:--- 0.93 Validation Loss: 0.27500248 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.20548339 ---Validation accuracy:--- 0.928 Validation Loss: 0.28517628 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18724087 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30970037 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09988579 ---Validation accuracy:--- 0.923 Validation Loss: 0.29752043 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22421353 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27931416 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2829764 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27689546 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20577015 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31445977 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21689948 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29811373 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22047082 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31869087 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22724426 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34299576 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1865025 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27485493 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18628134 ---Validation accuracy:--- 0.926 Validation Loss: 0.28096703 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26856717 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28136235 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12902471 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28822538 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1648655 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3018171 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.196368 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4242673 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18524852 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31079316 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17593956 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29755002 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17779037 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2782901 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24580456 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2752213 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24971846 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27883363 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09095912 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27608097 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102386326 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27697554 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3121726 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29558837 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20168637 ---Validation accuracy:--- 0.905 Validation Loss: 0.34663102 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14098954 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2958368 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10787086 ---Validation accuracy:--- 0.922 Validation Loss: 0.28968832 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23611397 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27979553 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08426666 ---Validation accuracy:--- 0.9248 Validation Loss: 0.29103392 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16934815 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2901828 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2622443 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715388 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15987062 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32177347 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33162528 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37417966 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27538514 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35796213 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26217282 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2865911 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21899447 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2723472 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18483856 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27480075 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21007505 ---Validation accuracy:--- 0.923 Validation Loss: 0.28352645 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26749188 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28236827 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.2629738 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30649284 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17659356 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31110346 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11941699 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2829771 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27847263 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3441927 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18241791 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2811816 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20463057 ---Validation accuracy:--- 0.914 Validation Loss: 0.30283308 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15813667 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30491108 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.100265846 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29235896 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20562567 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36269623 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17016788 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3341769 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11483311 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27539867 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13334636 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2822323 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.27129698 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30851328 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16598415 ---Validation accuracy:--- 0.895 Validation Loss: 0.38522238 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12405365 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29085454 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17843582 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2692965 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.15289982 ---Validation accuracy:--- 0.927 Validation Loss: 0.27833822 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22774224 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30282402 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14532377 ---Validation accuracy:--- 0.925 Validation Loss: 0.27525377 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14531495 ---Validation accuracy:--- 0.918 Validation Loss: 0.2990312 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2781375 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27597988 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22763124 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2967237 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23512214 ---Validation accuracy:--- 0.918 Validation Loss: 0.30022505 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13633849 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27398676 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13785616 ---Validation accuracy:--- 0.9312 Validation Loss: 0.27026376 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1327977 ---Validation accuracy:--- 0.927 Validation Loss: 0.27945507 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28498542 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2809603 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2558719 ---Validation accuracy:--- 0.923 Validation Loss: 0.2886196 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16667755 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28076482 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17340961 ---Validation accuracy:--- 0.926 Validation Loss: 0.27805942 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1814054 ---Validation accuracy:--- 0.9214 Validation Loss: 0.293155 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15416436 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30335167 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08056117 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29808795 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3150612 ---Validation accuracy:--- 0.853 Validation Loss: 0.52415216 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.47621742 ---Validation accuracy:--- 0.8342 Validation Loss: 0.5488827 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32521144 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33935204 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2566488 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29842967 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08510488 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30177057 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15782285 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2991597 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17502214 ---Validation accuracy:--- 0.925 Validation Loss: 0.29124656 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14942317 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29906836 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2561289 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28374463 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21283999 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29487064 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17763422 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3134262 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09931198 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2870187 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14670701 ---Validation accuracy:--- 0.922 Validation Loss: 0.2904011 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.28762943 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34064126 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21317469 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2935365 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3430907 ---Validation accuracy:--- 0.923 Validation Loss: 0.28330478 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20202127 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27185103 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12851141 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27238107 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26386374 ---Validation accuracy:--- 0.931 Validation Loss: 0.2705531 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2064612 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26656815 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16382833 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32844755 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23264903 ---Validation accuracy:--- 0.922 Validation Loss: 0.29278955 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13666773 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26807794 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3550786 ---Validation accuracy:--- 0.9274 Validation Loss: 0.28211948 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15821071 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2925564 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25838462 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30117503 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20073074 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2835132 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19010991 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2883655 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1495406 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2753271 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.07490312 ---Validation accuracy:--- 0.923 Validation Loss: 0.29172567 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1378477 ---Validation accuracy:--- 0.92 Validation Loss: 0.29499796 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10856558 ---Validation accuracy:--- 0.926 Validation Loss: 0.28587705 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1984936 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2981325 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1113523 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28730255 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.19091247 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2950535 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1441057 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29607418 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13590989 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31838065 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13589083 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2858427 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17848592 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31309596 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21663636 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27236563 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13380495 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29249042 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26080185 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26543802 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.104177535 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28847095 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16300473 ---Validation accuracy:--- 0.928 Validation Loss: 0.27464208 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19629268 ---Validation accuracy:--- 0.8842 Validation Loss: 0.40737018 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21105117 ---Validation accuracy:--- 0.9154 Validation Loss: 0.33021867 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2655322 ---Validation accuracy:--- 0.926 Validation Loss: 0.2831126 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10425217 ---Validation accuracy:--- 0.932 Validation Loss: 0.266394 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23494706 ---Validation accuracy:--- 0.929 Validation Loss: 0.2738363 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21267503 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28991827 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13056207 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31453174 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2261056 ---Validation accuracy:--- 0.918 Validation Loss: 0.29089347 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25856808 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28743437 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20817116 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28735018 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19980498 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2978932 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1841449 ---Validation accuracy:--- 0.924 Validation Loss: 0.28253853 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18821166 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26782817 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10631054 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28677842 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15312548 ---Validation accuracy:--- 0.926 Validation Loss: 0.28857428 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08506973 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27224746 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.30983117 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30184317 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13397136 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31038502 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10324295 ---Validation accuracy:--- 0.918 Validation Loss: 0.2922206 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19300608 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2953342 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09447224 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2811132 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15230723 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2918563 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23759408 ---Validation accuracy:--- 0.909 Validation Loss: 0.34182042 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16404969 ---Validation accuracy:--- 0.931 Validation Loss: 0.26320767 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09217789 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27826098 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.108670644 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28821963 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0967105 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27462116 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.1988868 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3045217 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25298047 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32433784 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17622028 ---Validation accuracy:--- 0.922 Validation Loss: 0.27885816 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.37516153 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36151645 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26365203 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29122832 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17492668 ---Validation accuracy:--- 0.9186 Validation Loss: 0.302309 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16759144 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26001996 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19907242 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2696523 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26070744 ---Validation accuracy:--- 0.921 Validation Loss: 0.29737565 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11803541 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26966205 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17268394 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2657993 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19461365 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26667753 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16640839 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30696622 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.066119425 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27196664 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20753722 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27033404 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.43341506 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37592575 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3370803 ---Validation accuracy:--- 0.9008 Validation Loss: 0.38031608 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22833495 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30001488 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.122370414 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28395954 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13815574 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27611187 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16943371 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27302235 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18995607 ---Validation accuracy:--- 0.914 Validation Loss: 0.3111972 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1729485 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30184564 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20661308 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26743886 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38459015 ---Validation accuracy:--- 0.9248 Validation Loss: 0.29256752 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19740154 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2671137 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1290802 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26456302 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07723406 ---Validation accuracy:--- 0.93 Validation Loss: 0.26517493 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30095246 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2889926 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24954899 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2623857 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19226198 ---Validation accuracy:--- 0.927 Validation Loss: 0.28380865 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1561492 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29568604 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10289368 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25502783 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14681426 ---Validation accuracy:--- 0.926 Validation Loss: 0.28049603 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2259826 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31732848 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16353375 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29467672 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24747038 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30875826 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23276635 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2978306 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1862137 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30495697 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17752713 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2817973 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20965591 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29134005 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2898039 ---Validation accuracy:--- 0.915 Validation Loss: 0.30709535 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2796583 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26105595 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.23820154 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3026275 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24900936 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27545595 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23689213 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26483437 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17207636 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2901604 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20666216 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31964102 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26361603 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2607822 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2031767 ---Validation accuracy:--- 0.916 Validation Loss: 0.31256297 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16771448 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2671095 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15158838 ---Validation accuracy:--- 0.9338 Validation Loss: 0.26073813 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09581075 ---Validation accuracy:--- 0.9362 Validation Loss: 0.251451 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26849622 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2905463 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1303331 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29625362 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1249983 ---Validation accuracy:--- 0.9282 Validation Loss: 0.272057 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18964924 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2846675 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15194039 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3072671 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08911107 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26587084 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31608987 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27515075 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.123423316 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3198016 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22054203 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26690528 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22493634 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28433123 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12450899 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26963234 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13652956 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29393983 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24009883 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3058217 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11594029 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27140048 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05259287 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27453598 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14504617 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28087774 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09837597 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2815888 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22272846 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33637497 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26382646 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30073 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1463288 ---Validation accuracy:--- 0.927 Validation Loss: 0.266866 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09346593 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2712885 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11564053 ---Validation accuracy:--- 0.914 Validation Loss: 0.2947838 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15586998 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27221188 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10574316 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2799554 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06336969 ---Validation accuracy:--- 0.928 Validation Loss: 0.25934035 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06381588 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2653166 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.14868507 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27227002 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15490909 ---Validation accuracy:--- 0.927 Validation Loss: 0.26714826 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08665728 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2657916 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1259445 ---Validation accuracy:--- 0.928 Validation Loss: 0.2730484 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12733956 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2932737 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11135164 ---Validation accuracy:--- 0.931 Validation Loss: 0.2672015 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13501789 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26841965 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14337908 ---Validation accuracy:--- 0.926 Validation Loss: 0.27733183 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066433065 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27309027 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12511069 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28060016 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16829704 ---Validation accuracy:--- 0.928 Validation Loss: 0.27905896 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.101793766 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2943314 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17048651 ---Validation accuracy:--- 0.926 Validation Loss: 0.2851124 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047023155 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29488966 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.048883952 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27170756 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18731533 ---Validation accuracy:--- 0.926 Validation Loss: 0.28406408 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10466626 ---Validation accuracy:--- 0.929 Validation Loss: 0.27683932 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11357233 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26289013 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15798771 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2646029 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15993543 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2827146 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07909242 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26899663 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33334067 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26114956 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1597671 ---Validation accuracy:--- 0.9286 Validation Loss: 0.28264174 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15630884 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27186346 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14861445 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2720901 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10320207 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27186298 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16698422 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2928462 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20580964 ---Validation accuracy:--- 0.927 Validation Loss: 0.26957318 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0717095 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26452976 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12460388 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2616379 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20849621 ---Validation accuracy:--- 0.929 Validation Loss: 0.2788171 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22887883 ---Validation accuracy:--- 0.928 Validation Loss: 0.28387916 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20541506 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30837378 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24285404 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33368754 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10947702 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2867879 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0735718 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28777176 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1600224 ---Validation accuracy:--- 0.916 Validation Loss: 0.29903042 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1486643 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28284013 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22161461 ---Validation accuracy:--- 0.924 Validation Loss: 0.27694795 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07086586 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26518974 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11552603 ---Validation accuracy:--- 0.929 Validation Loss: 0.26830313 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07664285 ---Validation accuracy:--- 0.9302 Validation Loss: 0.266488 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19807911 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34458074 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14926149 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28129166 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24709335 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27397296 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11699585 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27080473 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15311608 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27236563 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20628671 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2771353 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12318629 ---Validation accuracy:--- 0.929 Validation Loss: 0.27133173 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16673166 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2708421 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0900506 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28322965 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.124597505 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2691098 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16555473 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2710664 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.29899728 ---Validation accuracy:--- 0.924 Validation Loss: 0.281723 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29436263 ---Validation accuracy:--- 0.921 Validation Loss: 0.29726276 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18823269 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28081203 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13481176 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27980724 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.09161224 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2942399 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24769896 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28790376 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11545003 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27276304 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07207479 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2800459 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13184182 ---Validation accuracy:--- 0.932 Validation Loss: 0.2676237 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1769936 ---Validation accuracy:--- 0.933 Validation Loss: 0.26501027 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19832247 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29789203 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21446411 ---Validation accuracy:--- 0.926 Validation Loss: 0.29072443 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14119716 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26410303 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063861154 ---Validation accuracy:--- 0.934 Validation Loss: 0.25893286 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06531728 ---Validation accuracy:--- 0.9336 Validation Loss: 0.26219413 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29559693 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32628495 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2297279 ---Validation accuracy:--- 0.9072 Validation Loss: 0.352815 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2259241 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37501982 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23725747 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31366783 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20125015 ---Validation accuracy:--- 0.927 Validation Loss: 0.27386716 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10873818 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29150864 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08550647 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27344888 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25633883 ---Validation accuracy:--- 0.915 Validation Loss: 0.3133126 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.25508064 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2920025 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21288744 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29086298 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17287548 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29763207 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20641989 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27366307 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05355791 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26926756 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23825516 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25805047 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09154077 ---Validation accuracy:--- 0.928 Validation Loss: 0.27332786 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27161866 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32745066 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17105345 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26612592 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.32100174 ---Validation accuracy:--- 0.926 Validation Loss: 0.2696377 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.15712072 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28580636 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20866928 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26959512 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21466336 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27025127 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14838517 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31759453 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11733417 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31343338 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19675255 ---Validation accuracy:--- 0.9222 Validation Loss: 0.285743 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19917683 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29122734 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11622248 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28722402 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21157973 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2812528 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14255856 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27487123 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22836752 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26679155 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11947885 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27541852 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11557358 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26985312 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2153495 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28547817 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.115182765 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2666607 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29303387 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27119815 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16015804 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26642725 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3160107 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2569442 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12395899 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2616666 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14534853 ---Validation accuracy:--- 0.925 Validation Loss: 0.28693873 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12155931 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26484275 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16196215 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2914353 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20347138 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26476163 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21580578 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34437555 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25884038 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2815958 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19569908 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29797456 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21713978 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2824458 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20018715 ---Validation accuracy:--- 0.922 Validation Loss: 0.29928687 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16169205 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27185163 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12627502 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32307026 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071452744 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27584365 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11987816 ---Validation accuracy:--- 0.924 Validation Loss: 0.27586332 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19022301 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26577386 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09782303 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2675809 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27140036 ---Validation accuracy:--- 0.93 Validation Loss: 0.2609439 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18515499 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25832185 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23595732 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27388966 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11330546 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26488957 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.116359346 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25941473 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19357887 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25665602 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16455665 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31372947 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32513812 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29260314 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1712551 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27764317 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2435136 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2788594 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14695185 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27501464 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15898131 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2942175 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1135153 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27093384 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25747204 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28652906 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10682457 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26735348 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24777508 ---Validation accuracy:--- 0.926 Validation Loss: 0.27356395 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.18348958 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26624712 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2189804 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2763138 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2258915 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30574894 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09862059 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2957143 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12164013 ---Validation accuracy:--- 0.912 Validation Loss: 0.3064664 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.41875076 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3538338 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11632813 ---Validation accuracy:--- 0.9096 Validation Loss: 0.329888 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17327698 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29119167 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13607068 ---Validation accuracy:--- 0.928 Validation Loss: 0.27261016 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2645813 ---Validation accuracy:--- 0.8878 Validation Loss: 0.3877845 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19000484 ---Validation accuracy:--- 0.914 Validation Loss: 0.30636224 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10702493 ---Validation accuracy:--- 0.9248 Validation Loss: 0.292189 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09218111 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2778091 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29209533 ---Validation accuracy:--- 0.928 Validation Loss: 0.26986864 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20528929 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28150904 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.178035 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26312616 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29573205 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32279882 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09904469 ---Validation accuracy:--- 0.923 Validation Loss: 0.28334305 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19259992 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2812666 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19535223 ---Validation accuracy:--- 0.917 Validation Loss: 0.3059604 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.18530063 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27865845 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.084434345 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27953878 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22372922 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2912388 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11295139 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28842452 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22526798 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29069537 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13203675 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27130866 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13713008 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33437428 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.37071022 ---Validation accuracy:--- 0.8916 Validation Loss: 0.38741592 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28288263 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35261595 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25048107 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29609615 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.117937416 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2826687 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18906252 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26426628 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.19968635 ---Validation accuracy:--- 0.9314 Validation Loss: 0.27148852 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18989414 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2948713 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.24036533 ---Validation accuracy:--- 0.919 Validation Loss: 0.30590576 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0636923 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28099865 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13104492 ---Validation accuracy:--- 0.929 Validation Loss: 0.2667159 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.19885498 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26591456 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1344623 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26519263 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.065276645 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26764098 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31464413 ---Validation accuracy:--- 0.912 Validation Loss: 0.31068256 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1443559 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26616368 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12169964 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27094132 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17974399 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27258208 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23105492 ---Validation accuracy:--- 0.9266 Validation Loss: 0.28829533 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24898127 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26462838 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16862759 ---Validation accuracy:--- 0.935 Validation Loss: 0.25481895 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22893131 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27133712 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.185242 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31009564 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09527271 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28417954 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28666392 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39231104 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21463646 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37017027 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14612271 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28695077 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.099741705 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27843136 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12008123 ---Validation accuracy:--- 0.912 Validation Loss: 0.3221546 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30892047 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3004978 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12837571 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2798793 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16797858 ---Validation accuracy:--- 0.927 Validation Loss: 0.27524343 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21971695 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2665458 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.163227 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28328454 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24345665 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30344233 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13407911 ---Validation accuracy:--- 0.929 Validation Loss: 0.27358487 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15555342 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3133263 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12042162 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30138552 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16454037 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30133072 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09505424 ---Validation accuracy:--- 0.9268 Validation Loss: 0.29137006 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30392015 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31282783 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20066921 ---Validation accuracy:--- 0.933 Validation Loss: 0.2627124 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16902207 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26347953 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26870772 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28396732 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22492298 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29125753 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22533062 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3209332 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09173357 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28723222 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13497534 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25472084 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15308315 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3338867 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22516967 ---Validation accuracy:--- 0.929 Validation Loss: 0.27098945 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13787608 ---Validation accuracy:--- 0.924 Validation Loss: 0.27852374 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14036903 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26636687 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22801168 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2902213 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1946643 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29044357 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15211901 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33681124 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13583393 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28846338 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14077452 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2973613 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29670137 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27767825 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1397147 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2897458 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21133734 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2919572 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29030865 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30647475 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19906868 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3275315 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.099140644 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26499134 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069771424 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26161402 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15592763 ---Validation accuracy:--- 0.927 Validation Loss: 0.27641737 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13223405 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3003692 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.079065025 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26299226 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15613608 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30249307 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16005382 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2894537 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.3308405 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42442325 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22076526 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2828399 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22037914 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2758293 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3122297 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27005827 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.122737005 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26910627 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14007178 ---Validation accuracy:--- 0.928 Validation Loss: 0.27433664 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2213213 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2761976 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057856247 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27030474 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17016059 ---Validation accuracy:--- 0.931 Validation Loss: 0.2652982 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10544126 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25453517 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21426053 ---Validation accuracy:--- 0.928 Validation Loss: 0.27466598 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11822851 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29000315 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23122929 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26918873 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14464308 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27288848 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21912539 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26207516 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18134528 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26040676 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20233959 ---Validation accuracy:--- 0.9102 Validation Loss: 0.327354 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17765468 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2924712 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21487105 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2736354 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.064848535 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26969573 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13836303 ---Validation accuracy:--- 0.927 Validation Loss: 0.27393284 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047943365 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2720616 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16066852 ---Validation accuracy:--- 0.92 Validation Loss: 0.29070616 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3447975 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27809307 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10518841 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2606857 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10046067 ---Validation accuracy:--- 0.931 Validation Loss: 0.257219 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14120226 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26689395 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07376936 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2600078 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1661648 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27032354 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13425587 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25380832 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10998018 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2968981 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23528236 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28399113 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09432738 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27709234 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22025183 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3916646 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22796685 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30012944 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17099324 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26792207 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21991803 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31170684 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20898533 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31936717 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.122695915 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2680982 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10396636 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26991442 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110483505 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26358888 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20289618 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29365858 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11818137 ---Validation accuracy:--- 0.925 Validation Loss: 0.27461788 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28085643 ---Validation accuracy:--- 0.8896 Validation Loss: 0.40660995 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.17201465 ---Validation accuracy:--- 0.92 Validation Loss: 0.2918701 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2360897 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27542514 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22765262 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28808066 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21122222 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25465995 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2687023 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26569015 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048697785 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26869398 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14479132 ---Validation accuracy:--- 0.931 Validation Loss: 0.26189712 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17382154 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25629708 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2969208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24670583 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10684104 ---Validation accuracy:--- 0.928 Validation Loss: 0.2556993 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19173521 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2632842 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12263094 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28086764 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14060393 ---Validation accuracy:--- 0.927 Validation Loss: 0.27267677 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10134776 ---Validation accuracy:--- 0.9258 Validation Loss: 0.272877 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.33669135 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2773224 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17701203 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30918163 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3257232 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39901495 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22744545 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29171333 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22723347 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25835744 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15652746 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29116976 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2319035 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2828643 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13836236 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26809305 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16553292 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27112803 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13429962 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26720577 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08069128 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30326602 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08499863 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26468503 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2734108 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3039671 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19398281 ---Validation accuracy:--- 0.919 Validation Loss: 0.29905352 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19826919 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33155423 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15501684 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27454478 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14618485 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27676332 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24695235 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33199942 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2647986 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3372058 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14528872 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29359633 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15893333 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28674087 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1573475 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28350735 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2252266 ---Validation accuracy:--- 0.925 Validation Loss: 0.2726586 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.107117 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29085842 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1757747 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25612485 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2000956 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32348815 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.29175475 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30020097 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10566035 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27653873 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10591442 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26080057 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1507698 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28833503 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.1869128 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2503578 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27030274 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29098448 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09941722 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27960968 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22201109 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26671115 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12642722 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28753358 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17891681 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25842592 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22635281 ---Validation accuracy:--- 0.926 Validation Loss: 0.2779238 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118486926 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26956034 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12460743 ---Validation accuracy:--- 0.924 Validation Loss: 0.27144384 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13400161 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26700413 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.32357225 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26984 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06994436 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27056015 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19326797 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2714771 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21142723 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26880035 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16144738 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26994264 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11289982 ---Validation accuracy:--- 0.926 Validation Loss: 0.2741254 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08533907 ---Validation accuracy:--- 0.933 Validation Loss: 0.25150797 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2204715 ---Validation accuracy:--- 0.931 Validation Loss: 0.26097628 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.195087 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25970945 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06741598 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26454377 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33266562 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2784041 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1527974 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27567416 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1787189 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25873277 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17577827 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25786158 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10550036 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3138312 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15006644 ---Validation accuracy:--- 0.927 Validation Loss: 0.2725602 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28137982 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3169817 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34727156 ---Validation accuracy:--- 0.9086 Validation Loss: 0.34265968 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14259534 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29572532 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17692085 ---Validation accuracy:--- 0.9326 Validation Loss: 0.253763 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11235723 ---Validation accuracy:--- 0.932 Validation Loss: 0.25554848 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12319353 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27016044 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29714477 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31439102 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13271527 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2646339 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17661846 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25752154 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.108552724 ---Validation accuracy:--- 0.926 Validation Loss: 0.26825815 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21083923 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25272897 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26398695 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2753894 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35878643 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28595555 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10421055 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26743716 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16801414 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3299235 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25158077 ---Validation accuracy:--- 0.915 Validation Loss: 0.3125622 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.27806258 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28678632 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12826204 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2811189 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17710647 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26981175 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.122271106 ---Validation accuracy:--- 0.925 Validation Loss: 0.2762367 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12906483 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27299356 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13659479 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2793417 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10453064 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2666206 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.104760915 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631702 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08830315 ---Validation accuracy:--- 0.929 Validation Loss: 0.2725932 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25153434 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26030287 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22684354 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28167367 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2711826 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2652607 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08246808 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27299678 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2016971 ---Validation accuracy:--- 0.933 Validation Loss: 0.24743277 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2491821 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31021005 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.28932154 ---Validation accuracy:--- 0.8872 Validation Loss: 0.35532373 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16833517 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27875704 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24633837 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2548644 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20327312 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28908268 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18388714 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2706158 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18956509 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29614386 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17290185 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28180385 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1347387 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24925445 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.16902292 ---Validation accuracy:--- 0.915 Validation Loss: 0.31101298 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24893898 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26484942 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.26494458 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29632828 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.088149965 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27081597 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2564237 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26335824 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15539713 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25988558 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.091204755 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25390834 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.075020984 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26183233 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1048431 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27344134 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11642582 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26620018 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12628287 ---Validation accuracy:--- 0.932 Validation Loss: 0.25465074 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15344173 ---Validation accuracy:--- 0.9308 Validation Loss: 0.261712 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17444676 ---Validation accuracy:--- 0.93 Validation Loss: 0.26826304 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.23752922 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30456036 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1378283 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26937854 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.15353487 ---Validation accuracy:--- 0.931 Validation Loss: 0.25480944 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15119784 ---Validation accuracy:--- 0.917 Validation Loss: 0.29258722 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1554156 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29671755 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12321453 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26617992 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.102210425 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25001398 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27187958 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2535982 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1632543 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26015058 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.068644926 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2653436 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20207107 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27042148 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24358444 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27340767 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17509788 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27078596 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11701842 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27166703 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07958665 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30261475 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19075 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25380424 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20789428 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2912951 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3087844 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30232137 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.124263786 ---Validation accuracy:--- 0.913 Validation Loss: 0.30454403 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.22418846 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28424525 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06983068 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25978443 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21439461 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2699162 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09361946 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29196024 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17825155 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2623782 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11235033 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27086112 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23712745 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2447478 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22882687 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26248932 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.106989115 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2876144 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10770995 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2726509 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06835041 ---Validation accuracy:--- 0.932 Validation Loss: 0.25877997 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12052074 ---Validation accuracy:--- 0.933 Validation Loss: 0.25732914 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25547412 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28351438 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25975546 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2874146 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2204383 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2916788 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11416175 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24462019 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1177648 ---Validation accuracy:--- 0.933 Validation Loss: 0.24784277 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11407593 ---Validation accuracy:--- 0.934 Validation Loss: 0.24610303 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19370435 ---Validation accuracy:--- 0.9246 Validation Loss: 0.29110155 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16988556 ---Validation accuracy:--- 0.922 Validation Loss: 0.28083107 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.28333536 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29492447 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16893665 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29720363 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19102211 ---Validation accuracy:--- 0.918 Validation Loss: 0.29660147 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.084425755 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2857828 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27314636 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32108423 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16642588 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26545632 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15288024 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27422917 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21382469 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25390655 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.124723434 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26882395 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13711059 ---Validation accuracy:--- 0.927 Validation Loss: 0.26721224 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16640763 ---Validation accuracy:--- 0.932 Validation Loss: 0.2535535 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1100523 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2611294 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26600927 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27104515 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14468543 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2649254 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17734362 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29350132 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.16070431 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2659463 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15887581 ---Validation accuracy:--- 0.911 Validation Loss: 0.31146842 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08369129 ---Validation accuracy:--- 0.928 Validation Loss: 0.26469928 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19876495 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26311558 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2000895 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2805337 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23208497 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2890062 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11527432 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29077613 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17096637 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2659958 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16663735 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27050254 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08936725 ---Validation accuracy:--- 0.933 Validation Loss: 0.25308058 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21906064 ---Validation accuracy:--- 0.92 Validation Loss: 0.29262057 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20350611 ---Validation accuracy:--- 0.933 Validation Loss: 0.25911686 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16827293 ---Validation accuracy:--- 0.929 Validation Loss: 0.2613383 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16267687 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3005565 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12306305 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2631814 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2184423 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31988814 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10108522 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31829906 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11383984 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2744195 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15586922 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26400357 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15304066 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26785955 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07316181 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27559772 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12887344 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2753661 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19804497 ---Validation accuracy:--- 0.931 Validation Loss: 0.2707339 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15403634 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27185324 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21993713 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2840947 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15015095 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26779988 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15243725 ---Validation accuracy:--- 0.9286 Validation Loss: 0.265276 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30822355 ---Validation accuracy:--- 0.931 Validation Loss: 0.2561304 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13154824 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26318148 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2063828 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27359107 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20189697 ---Validation accuracy:--- 0.931 Validation Loss: 0.26076275 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09691553 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631322 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10626347 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2503448 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.111310855 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26037443 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22822505 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27894646 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06611008 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25425172 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13151467 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28275272 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20380025 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25601265 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09430095 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2609935 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25429806 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2605138 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17300075 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25709426 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.123513386 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25540912 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16568163 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25387722 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16025768 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26317504 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.233589 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25305182 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12448625 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2686052 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05824893 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2530064 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0702244 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2581091 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2210903 ---Validation accuracy:--- 0.93 Validation Loss: 0.25627568 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18442535 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2779068 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.123542175 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26971415 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042105645 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2580169 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15214773 ---Validation accuracy:--- 0.93 Validation Loss: 0.25350663 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31402475 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2866537 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11924297 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25905493 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13645774 ---Validation accuracy:--- 0.929 Validation Loss: 0.25936407 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16661419 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2739124 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19950923 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28437164 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29957542 ---Validation accuracy:--- 0.92 Validation Loss: 0.29144144 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23656788 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28518495 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17894192 ---Validation accuracy:--- 0.8938 Validation Loss: 0.364999 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27136192 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31380937 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19500212 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25950745 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05271784 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25763932 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23802926 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2878649 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.246252 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2792981 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2386664 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30131537 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2118972 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30484667 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15382107 ---Validation accuracy:--- 0.931 Validation Loss: 0.26202875 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11922331 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26903006 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12608187 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2704468 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12990361 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27388832 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09086708 ---Validation accuracy:--- 0.922 Validation Loss: 0.2814157 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27256557 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26708022 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2584186 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29273677 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1863472 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2740266 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11823091 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26272744 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10859665 ---Validation accuracy:--- 0.927 Validation Loss: 0.2736732 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3576583 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29341167 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08469387 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27287838 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21307297 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33823314 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.31122956 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2812417 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079771906 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3158796 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17173836 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31960317 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10392958 ---Validation accuracy:--- 0.932 Validation Loss: 0.24469775 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21953803 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25430736 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26714647 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27108946 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20807578 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25644892 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12594447 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26974642 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.088751 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2778896 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.123651735 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26030055 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27778748 ---Validation accuracy:--- 0.925 Validation Loss: 0.2694031 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.23353077 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26789078 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1863406 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26915777 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26004344 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27031675 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.073657334 ---Validation accuracy:--- 0.928 Validation Loss: 0.2660562 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37400422 ---Validation accuracy:--- 0.9264 Validation Loss: 0.262361 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1313589 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25254396 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117955305 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28834432 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07112436 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2683819 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10878053 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28650764 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14584175 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26325932 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09977044 ---Validation accuracy:--- 0.932 Validation Loss: 0.24337764 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09330232 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24452974 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25480363 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25156334 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15771289 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25564554 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09736536 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2651656 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08084396 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27410796 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1961142 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32321894 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1466886 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33128652 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20877758 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31511363 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23190819 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3274533 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.3958534 ---Validation accuracy:--- 0.907 Validation Loss: 0.31007788 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13948932 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2883584 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17280704 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27012402 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23012044 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27296326 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094219 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25374562 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16918851 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2808125 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1481543 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27533332 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23973317 ---Validation accuracy:--- 0.914 Validation Loss: 0.3171261 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18322529 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2667898 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11738596 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27093884 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19817822 ---Validation accuracy:--- 0.9292 Validation Loss: 0.270513 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17558044 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2642892 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19138062 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28748903 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14070433 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25986758 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102039605 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28059843 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1944043 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2821399 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08333118 ---Validation accuracy:--- 0.926 Validation Loss: 0.2739067 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15823725 ---Validation accuracy:--- 0.926 Validation Loss: 0.27230057 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12665927 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28772736 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.080309145 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26365855 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12242323 ---Validation accuracy:--- 0.934 Validation Loss: 0.24898106 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18048394 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24090149 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26885185 ---Validation accuracy:--- 0.932 Validation Loss: 0.2513653 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25857294 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24833818 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12971093 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2492665 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16406114 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2661803 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09973553 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26514262 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22814582 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26076978 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.089705735 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24917717 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061719064 ---Validation accuracy:--- 0.9316 Validation Loss: 0.251954 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21561678 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31501698 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26262182 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2648333 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12385498 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27612764 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09669213 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26329613 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27378878 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31271806 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0888648 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27077398 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14593235 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27287114 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20131464 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3080726 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12055758 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2630046 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1132628 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25884604 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16060202 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2709344 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11761263 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26488575 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09135501 ---Validation accuracy:--- 0.927 Validation Loss: 0.28261444 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1845184 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32085028 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13477719 ---Validation accuracy:--- 0.923 Validation Loss: 0.28731927 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18036222 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2624272 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2681957 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32236457 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.366428 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27558115 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12056982 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26631346 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24819322 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2642003 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14258693 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2933502 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20684728 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3355827 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17345715 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3096752 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15249625 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27467486 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18507387 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25363523 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10800297 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25437582 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10327898 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26314303 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20171688 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25722626 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12051956 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26482338 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10230207 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2634378 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21939462 ---Validation accuracy:--- 0.922 Validation Loss: 0.29291302 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09041548 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25861216 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23344441 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2938065 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15144956 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26845732 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2499273 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2868153 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.076282166 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2772764 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26710662 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26484618 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08846277 ---Validation accuracy:--- 0.934 Validation Loss: 0.25353724 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2645764 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26488772 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09338949 ---Validation accuracy:--- 0.923 Validation Loss: 0.28183526 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1683373 ---Validation accuracy:--- 0.923 Validation Loss: 0.29880816 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13128424 ---Validation accuracy:--- 0.931 Validation Loss: 0.25940636 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15268067 ---Validation accuracy:--- 0.929 Validation Loss: 0.26349533 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13709083 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28358313 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13343152 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30112094 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.15001553 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26872328 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21398644 ---Validation accuracy:--- 0.926 Validation Loss: 0.28056058 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096372336 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2777866 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21290617 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33753657 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12201332 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26561972 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15371089 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2625729 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.31824532 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27457193 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07779765 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24885927 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21404856 ---Validation accuracy:--- 0.933 Validation Loss: 0.25084472 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16794443 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27637726 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1364765 ---Validation accuracy:--- 0.93 Validation Loss: 0.26148143 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28420764 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28273132 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20835099 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26538268 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1459708 ---Validation accuracy:--- 0.928 Validation Loss: 0.26341426 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11220972 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2629914 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12329206 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2665505 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08868031 ---Validation accuracy:--- 0.924 Validation Loss: 0.29122448 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12491991 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26247364 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096935876 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26998216 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1571303 ---Validation accuracy:--- 0.9206 Validation Loss: 0.292845 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13655466 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26851752 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13129307 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29613027 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07455409 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2925608 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13742322 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2875901 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14728437 ---Validation accuracy:--- 0.9154 Validation Loss: 0.312807 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28034228 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25858125 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12464941 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26873556 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28388873 ---Validation accuracy:--- 0.928 Validation Loss: 0.26882103 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22917293 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28078526 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20898071 ---Validation accuracy:--- 0.8968 Validation Loss: 0.37001786 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29013073 ---Validation accuracy:--- 0.8648 Validation Loss: 0.4544482 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31985635 ---Validation accuracy:--- 0.876 Validation Loss: 0.43662924 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14365311 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2803731 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14197402 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2885662 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10559844 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2721117 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053111043 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25218454 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22607015 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2819276 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21301898 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0.12455073 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26470354 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19580731 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29262486 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.29711422 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27803788 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1598188 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26126736 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12039634 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27009356 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1578775 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26225165 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09504736 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27187145 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1697797 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27964568 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1270865 ---Validation accuracy:--- 0.929 Validation Loss: 0.2741476 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09482857 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26124808 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.11778106 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26208368 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14166777 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26472318 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19525723 ---Validation accuracy:--- 0.92 Validation Loss: 0.29082084 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28140232 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27316877 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19871494 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30254203 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18902361 ---Validation accuracy:--- 0.926 Validation Loss: 0.28107223 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14765754 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2628468 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33033627 ---Validation accuracy:--- 0.8706 Validation Loss: 0.44339752 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.39631107 ---Validation accuracy:--- 0.8682 Validation Loss: 0.45649663 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46648568 ---Validation accuracy:--- 0.8496 Validation Loss: 0.536205 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2947153 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28040305 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21691017 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26810953 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.096385896 ---Validation accuracy:--- 0.923 Validation Loss: 0.30024913 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11655068 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31662196 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26286048 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27971745 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.33511692 ---Validation accuracy:--- 0.9268 Validation Loss: 0.263619 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2678521 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27289122 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20173351 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26144496 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12181603 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26365328 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12172597 ---Validation accuracy:--- 0.93 Validation Loss: 0.268819 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12742436 ---Validation accuracy:--- 0.924 Validation Loss: 0.27545875 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11446637 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2807812 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11322236 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3074447 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07113288 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30192247 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16993532 ---Validation accuracy:--- 0.928 Validation Loss: 0.26179093 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09311726 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2959527 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1385861 ---Validation accuracy:--- 0.92 Validation Loss: 0.28989717 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.105830364 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2537181 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23220593 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2634623 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12855239 ---Validation accuracy:--- 0.917 Validation Loss: 0.29092205 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25765038 ---Validation accuracy:--- 0.917 Validation Loss: 0.30355775 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19041565 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26699984 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20010783 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30540276 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14330187 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27732027 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17267555 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25682884 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.108709335 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25201458 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20333366 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2700788 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1990036 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27388412 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1507793 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28840783 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21131875 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32386243 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21365334 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2710412 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09017488 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27044603 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16095127 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28668475 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.077484734 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27662003 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16994885 ---Validation accuracy:--- 0.9356 Validation Loss: 0.25145864 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17991613 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27050745 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12951288 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2521601 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14326023 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26837394 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.31614822 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26981744 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.105362214 ---Validation accuracy:--- 0.9272 Validation Loss: 0.268952 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12274818 ---Validation accuracy:--- 0.9294 Validation Loss: 0.262694 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094198205 ---Validation accuracy:--- 0.932 Validation Loss: 0.2613684 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14944215 ---Validation accuracy:--- 0.933 Validation Loss: 0.2541228 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22760133 ---Validation accuracy:--- 0.9346 Validation Loss: 0.26023337 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25205326 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25687736 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14920892 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2650099 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07712658 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25963667 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21960312 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26627913 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21450321 ---Validation accuracy:--- 0.932 Validation Loss: 0.25243002 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11582203 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2521313 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1114085 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26057613 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20421655 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26267007 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14742906 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26513055 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14813666 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2469183 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1379276 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25141093 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23885366 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27646345 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20894605 ---Validation accuracy:--- 0.919 Validation Loss: 0.2980321 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17217617 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25215715 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13420297 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26288632 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20240939 ---Validation accuracy:--- 0.925 Validation Loss: 0.2794107 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09123915 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26735693 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27272332 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26616177 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21857205 ---Validation accuracy:--- 0.9338 Validation Loss: 0.26222202 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11048602 ---Validation accuracy:--- 0.924 Validation Loss: 0.28240678 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1912496 ---Validation accuracy:--- 0.934 Validation Loss: 0.259526 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063604765 ---Validation accuracy:--- 0.935 Validation Loss: 0.2588016 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16856264 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2524481 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10703948 ---Validation accuracy:--- 0.934 Validation Loss: 0.25299138 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12993163 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25206718 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.115037635 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27198806 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26670104 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26676753 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21299963 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27065128 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12622185 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24603975 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2303123 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27137843 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14362305 ---Validation accuracy:--- 0.933 Validation Loss: 0.25402346 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0859157 ---Validation accuracy:--- 0.931 Validation Loss: 0.26584017 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10074381 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27606085 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.104499415 ---Validation accuracy:--- 0.93 Validation Loss: 0.26154122 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.22247648 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25966263 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18226424 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27809644 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15876159 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25149965 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10814838 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2551525 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057821807 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28817403 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15770383 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29029152 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12227172 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2941568 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16217107 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24239703 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09273145 ---Validation accuracy:--- 0.923 Validation Loss: 0.283711 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08378233 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29388648 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13402839 ---Validation accuracy:--- 0.9356 Validation Loss: 0.246606 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1266122 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25998375 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17465283 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26276904 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19074562 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30665 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26209572 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31754708 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13823698 ---Validation accuracy:--- 0.918 Validation Loss: 0.31094405 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10519471 ---Validation accuracy:--- 0.925 Validation Loss: 0.27698433 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1297819 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26206917 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1680611 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2714108 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16408913 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25479385 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14982384 ---Validation accuracy:--- 0.931 Validation Loss: 0.26387408 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24252419 ---Validation accuracy:--- 0.898 Validation Loss: 0.35540223 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3228228 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34563202 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.16519731 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26870382 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0912106 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26958025 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.122165434 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2599368 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.060765143 ---Validation accuracy:--- 0.927 Validation Loss: 0.28367946 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12774633 ---Validation accuracy:--- 0.929 Validation Loss: 0.27786672 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18811104 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26493895 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22917229 ---Validation accuracy:--- 0.928 Validation Loss: 0.28187245 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27435058 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25231174 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2694788 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2737796 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837719 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2574376 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12708494 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25103256 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2541579 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26141647 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2015174 ---Validation accuracy:--- 0.928 Validation Loss: 0.2791843 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10108654 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26770225 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10081965 ---Validation accuracy:--- 0.93 Validation Loss: 0.25402236 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22737224 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31214708 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1658676 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25419053 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18253891 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26513574 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.26470712 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25186503 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14882474 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26622388 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14746274 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26313233 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044176176 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25422233 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14443035 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24519318 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14850742 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24893361 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09284138 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2468218 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18457335 ---Validation accuracy:--- 0.931 Validation Loss: 0.2605127 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11480583 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2610656 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12100157 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28332418 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06572593 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27490625 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.229968 ---Validation accuracy:--- 0.93 Validation Loss: 0.26206285 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11502991 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25172392 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18540412 ---Validation accuracy:--- 0.9256 Validation Loss: 0.267366 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17505433 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26500311 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09120235 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26662487 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24529858 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26563036 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.119337685 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2538042 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1904385 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2602062 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16185054 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26237842 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27552384 ---Validation accuracy:--- 0.9266 Validation Loss: 0.269204 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13769816 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26340982 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13556494 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26035476 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12170694 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25903282 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.120427564 ---Validation accuracy:--- 0.934 Validation Loss: 0.24678445 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17311642 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25355226 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19454555 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27103594 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19336525 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33536974 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11268208 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24813354 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0815903 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25044352 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16115326 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26102465 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17258921 ---Validation accuracy:--- 0.919 Validation Loss: 0.2998098 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09652864 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2741855 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08591361 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27487916 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04342117 ---Validation accuracy:--- 0.932 Validation Loss: 0.25598145 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13384163 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31028518 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14872748 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2860843 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09929466 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28131127 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.115456104 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27747032 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11263659 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2836426 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04836999 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26766378 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07772685 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30377612 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11842434 ---Validation accuracy:--- 0.9278 Validation Loss: 0.28711748 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.39279637 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27643186 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.28558162 ---Validation accuracy:--- 0.9232 Validation Loss: 0.31042773 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17650944 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25904873 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11346126 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2974465 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17717163 ---Validation accuracy:--- 0.909 Validation Loss: 0.32277802 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21702701 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27452892 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1550008 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2799925 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17343098 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31412777 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6709951 ---Validation accuracy:--- 0.8608 Validation Loss: 0.55637914 Epoch: 5 ---Training accuracy:--- 0.76 Training Loss: 0.7488979 ---Validation accuracy:--- 0.799 Validation Loss: 0.75631166 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.270105 ---Validation accuracy:--- 0.8736 Validation Loss: 0.4269419 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18710199 ---Validation accuracy:--- 0.916 Validation Loss: 0.29913932 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06680506 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28156036 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11855833 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28147766 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10316977 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2675196 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17518567 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0.090015166 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26372746 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.25324222 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28659943 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18275118 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25380304 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15107566 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26109013 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15632711 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26449195 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20432842 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25268447 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2887709 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26047066 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20510866 ---Validation accuracy:--- 0.9126 Validation Loss: 0.2996791 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19367164 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30512115 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18227184 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27645665 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16589446 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28485203 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27465007 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26413506 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.26393867 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25911725 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1513818 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2628476 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28375468 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2623019 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13263866 ---Validation accuracy:--- 0.931 Validation Loss: 0.26351753 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16552375 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27165926 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14571756 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25908902 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19596453 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27885672 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.051581487 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2564529 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17191681 ---Validation accuracy:--- 0.933 Validation Loss: 0.24945757 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14718853 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29118416 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12264374 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2718397 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15952551 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2799213 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21259274 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26163694 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20325081 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2760875 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.108523004 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2612817 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19588475 ---Validation accuracy:--- 0.932 Validation Loss: 0.24830888 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23472786 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2437376 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09789078 ---Validation accuracy:--- 0.932 Validation Loss: 0.2591015 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11351855 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26006716 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13770263 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26430207 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15291749 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2464647 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27658477 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30011165 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22045746 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3694237 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14439717 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2991062 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13612795 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2703576 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2568302 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30381343 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19034332 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25205287 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.112745486 ---Validation accuracy:--- 0.9296 Validation Loss: 0.257069 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24869545 ---Validation accuracy:--- 0.924 Validation Loss: 0.2855203 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16962646 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26878542 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19898385 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26339942 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22555794 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30004686 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1993829 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26659516 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10550309 ---Validation accuracy:--- 0.9314 Validation Loss: 0.254954 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084132336 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24751914 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13476999 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24485864 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08051951 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25822225 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15823172 ---Validation accuracy:--- 0.927 Validation Loss: 0.2587824 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14600988 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24486558 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05923666 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24592285 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20144558 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2794376 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2638778 ---Validation accuracy:--- 0.896 Validation Loss: 0.38866892 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047658425 ---Validation accuracy:--- 0.933 Validation Loss: 0.2532156 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13369927 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26809433 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19511442 ---Validation accuracy:--- 0.9026 Validation Loss: 0.344156 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18822438 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28456548 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14710689 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28425387 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08091364 ---Validation accuracy:--- 0.93 Validation Loss: 0.26059213 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10876074 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25415322 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25106728 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2723062 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15240824 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27402845 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.112278655 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25522953 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08465944 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2700926 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22910106 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25680733 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20253067 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2511991 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14472954 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25335476 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.13476266 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25029844 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12986673 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25634733 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08287196 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25675 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15811452 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29690045 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1310127 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2688482 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10100903 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26978496 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10431658 ---Validation accuracy:--- 0.922 Validation Loss: 0.29156974 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08163534 ---Validation accuracy:--- 0.9334 Validation Loss: 0.26511145 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14287098 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2773709 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14271607 ---Validation accuracy:--- 0.9266 Validation Loss: 0.28204525 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18321458 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25881872 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25507358 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29009736 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11204577 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25554246 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06502425 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2693548 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1619179 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29675636 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17631301 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26686075 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16615734 ---Validation accuracy:--- 0.9288 Validation Loss: 0.274468 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19353558 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2571578 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20729733 ---Validation accuracy:--- 0.927 Validation Loss: 0.26910353 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24685785 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29448438 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12729275 ---Validation accuracy:--- 0.9306 Validation Loss: 0.270198 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17399326 ---Validation accuracy:--- 0.923 Validation Loss: 0.27454218 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13278782 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2516652 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.14516854 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2792919 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17811298 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25550815 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2262055 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26878837 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16875492 ---Validation accuracy:--- 0.934 Validation Loss: 0.25360024 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3133142 ---Validation accuracy:--- 0.9156 Validation Loss: 0.29929855 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25414702 ---Validation accuracy:--- 0.874 Validation Loss: 0.44534907 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.33263484 ---Validation accuracy:--- 0.871 Validation Loss: 0.44515663 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09782502 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29259044 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22683674 ---Validation accuracy:--- 0.932 Validation Loss: 0.25857612 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.3552072 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29681742 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1599347 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25587106 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08225072 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25794637 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2046889 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26331416 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16251026 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27880695 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09984082 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26710477 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18396267 ---Validation accuracy:--- 0.934 Validation Loss: 0.25230303 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09688755 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2578744 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08299544 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24830112 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18560939 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2561909 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22547287 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2535751 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17276926 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27521244 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20751141 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2720301 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17191367 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31280532 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16391326 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2590348 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.082729004 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2668787 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1254228 ---Validation accuracy:--- 0.925 Validation Loss: 0.27716118 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11087613 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2582694 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.093555346 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25562868 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14876752 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2647809 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11222913 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27443996 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15180092 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26580486 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19579662 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26476133 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.41618854 ---Validation accuracy:--- 0.925 Validation Loss: 0.2633014 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2717688 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30182377 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.099959634 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24897675 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17192537 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Loss: 0.26620632 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25499356 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14428885 ---Validation accuracy:--- 0.924 Validation Loss: 0.27582952 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18135543 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2722931 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2212203 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2908888 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12831323 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28838077 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072894275 ---Validation accuracy:--- 0.93 Validation Loss: 0.26089516 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10867279 ---Validation accuracy:--- 0.932 Validation Loss: 0.2568977 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10036522 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28819978 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.26259217 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27914053 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21334854 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26174527 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16486 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2796934 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.19566585 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2789131 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13394316 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26480946 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21796158 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26607797 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08082193 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2503862 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.110364206 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2555434 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22514609 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25381953 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08811307 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26265934 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.071978115 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30440444 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09639688 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24792202 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21134317 ---Validation accuracy:--- 0.9332 Validation Loss: 0.246172 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09845066 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27493912 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.092568934 ---Validation accuracy:--- 0.929 Validation Loss: 0.25803673 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19326782 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24856389 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21568127 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27535895 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072385766 ---Validation accuracy:--- 0.93 Validation Loss: 0.26514792 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15895598 ---Validation accuracy:--- 0.935 Validation Loss: 0.24767385 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14420958 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2665001 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22106037 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2754141 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33231637 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33561143 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26172107 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3208859 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27037904 ---Validation accuracy:--- 0.8738 Validation Loss: 0.45172775 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.37864858 ---Validation accuracy:--- 0.893 Validation Loss: 0.37172544 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09921521 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2613729 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07372082 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25222647 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1255437 ---Validation accuracy:--- 0.933 Validation Loss: 0.24650256 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.30060068 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26232496 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23209755 ---Validation accuracy:--- 0.931 Validation Loss: 0.25573447 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.188517 ---Validation accuracy:--- 0.9306 Validation Loss: 0.261579 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16023035 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24088752 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09214268 ---Validation accuracy:--- 0.93 Validation Loss: 0.26952615 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16381977 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25119188 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09070425 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2575939 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0762247 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2590165 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.074526235 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2570894 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08409405 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2902291 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19077612 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27375415 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19776925 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25743687 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19867 ---Validation accuracy:--- 0.92 Validation Loss: 0.2963252 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092045784 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25411132 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072306536 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24175738 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.082661934 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24326482 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06925344 ---Validation accuracy:--- 0.937 Validation Loss: 0.24204887 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13707656 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24165401 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21373454 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29236394 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08737996 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24639446 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12352279 ---Validation accuracy:--- 0.933 Validation Loss: 0.2484373 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09376964 ---Validation accuracy:--- 0.93 Validation Loss: 0.2641251 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24082996 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27922797 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0955117 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2582398 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25163686 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24776453 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1310568 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26787093 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18207927 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28144428 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18972106 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2631355 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1509381 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26049763 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15418155 ---Validation accuracy:--- 0.934 Validation Loss: 0.24394123 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08540022 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25628656 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24685253 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27662554 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2169033 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26849246 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10251078 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25533682 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17518196 ---Validation accuracy:--- 0.93 Validation Loss: 0.25789982 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14485975 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25753593 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1867633 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24229114 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30999577 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2646928 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14725196 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24907511 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22097208 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2572493 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047656227 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26351884 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107064985 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2680719 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16415009 ---Validation accuracy:--- 0.935 Validation Loss: 0.25276732 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15224981 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26505154 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21814434 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26490688 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08959202 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24880366 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.061642013 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24398011 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.075504676 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2914869 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09939322 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2710922 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.107549384 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2597003 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08642669 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27723438 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029706683 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25890526 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.123137094 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27678654 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17953986 ---Validation accuracy:--- 0.934 Validation Loss: 0.24566941 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.11140102 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2910885 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04449519 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26712742 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06041523 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27656677 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14494841 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25082633 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11529953 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28603038 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065115616 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27321094 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17120643 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2677813 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049456023 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24673852 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10443356 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2517784 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14088565 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24689278 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2713767 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26928672 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06198469 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25633335 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09331454 ---Validation accuracy:--- 0.932 Validation Loss: 0.2536303 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1861709 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25619972 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21874525 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26325497 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.28455073 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32370797 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28042707 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2735829 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107655145 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24879181 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14273825 ---Validation accuracy:--- 0.929 Validation Loss: 0.26281327 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13993585 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2507674 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11875429 ---Validation accuracy:--- 0.8774 Validation Loss: 0.42577374 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30177334 ---Validation accuracy:--- 0.914 Validation Loss: 0.330957 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22173554 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26063707 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10798067 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28224164 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10637764 ---Validation accuracy:--- 0.932 Validation Loss: 0.2572873 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20679748 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3289076 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.28303197 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34269708 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09612959 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25653934 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11182941 ---Validation accuracy:--- 0.933 Validation Loss: 0.2568192 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14845124 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28277892 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08980074 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25553426 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23584332 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26549768 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054914832 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25713813 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19681722 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26776373 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09499989 ---Validation accuracy:--- 0.933 Validation Loss: 0.24648684 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12261646 ---Validation accuracy:--- 0.925 Validation Loss: 0.2833351 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15802369 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26100475 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15269625 ---Validation accuracy:--- 0.921 Validation Loss: 0.2957662 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.06312263 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2673711 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.24088079 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2859335 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24996424 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29610753 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14498979 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2655612 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2776762 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3013787 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26633525 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2583078 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18081295 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28955293 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.21643732 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2764382 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19749823 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25266078 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08380832 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24664627 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16694775 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2654239 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.3033718 ---Validation accuracy:--- 0.933 Validation Loss: 0.24540497 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11508212 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23927182 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10577492 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26402506 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11830397 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26196748 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22507015 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2510944 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1622596 ---Validation accuracy:--- 0.92 Validation Loss: 0.27870142 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2512201 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25231916 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22982754 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24582149 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19132105 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32709712 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13382134 ---Validation accuracy:--- 0.908 Validation Loss: 0.34218538 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16163555 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2779647 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19587715 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26226476 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09610965 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2614992 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16087635 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24304317 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09901037 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24590586 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058666654 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25445306 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08879526 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2610217 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12051991 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2383187 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10307032 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23592535 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20168713 ---Validation accuracy:--- 0.934 Validation Loss: 0.24392597 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13763937 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24587813 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13158768 ---Validation accuracy:--- 0.9354 Validation Loss: 0.239702 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055415586 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23914814 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13958429 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23748863 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18133812 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29315087 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07093536 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26507422 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22487211 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2550962 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21659178 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26161674 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16857296 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27999443 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13541098 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2634894 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18320295 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27330947 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18690673 ---Validation accuracy:--- 0.867 Validation Loss: 0.45006207 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.23129934 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35390183 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05082963 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29142997 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11707559 ---Validation accuracy:--- 0.928 Validation Loss: 0.26062414 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1713723 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26757348 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16910228 ---Validation accuracy:--- 0.935 Validation Loss: 0.24840723 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.23044495 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25500143 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20747653 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24449761 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09653548 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25227115 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17768954 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26618466 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16927059 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27051243 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11784277 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25202596 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.080208346 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24625738 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18300983 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24831162 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.068361975 ---Validation accuracy:--- 0.931 Validation Loss: 0.25052017 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23358116 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24964787 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13002418 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2588773 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17862034 ---Validation accuracy:--- 0.924 Validation Loss: 0.26877654 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15591453 ---Validation accuracy:--- 0.928 Validation Loss: 0.26127887 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09023339 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0.09874377 ---Validation accuracy:--- 0.934 Validation Loss: 0.24578428 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14836784 ---Validation accuracy:--- 0.937 Validation Loss: 0.24006924 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16395965 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26548728 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10437007 ---Validation accuracy:--- 0.937 Validation Loss: 0.23941594 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14485064 ---Validation accuracy:--- 0.933 Validation Loss: 0.25765833 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27592406 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2653517 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06868279 ---Validation accuracy:--- 0.931 Validation Loss: 0.25630328 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10596922 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2676296 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16518408 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25520018 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15111406 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29358095 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13155787 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26255038 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1674229 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25563374 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10844323 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25107208 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09035049 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29260418 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2119099 ---Validation accuracy:--- 0.917 Validation Loss: 0.3085016 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10764145 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32865286 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15004738 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30658615 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2260531 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2952802 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14496602 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2642349 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12722 ---Validation accuracy:--- 0.93 Validation Loss: 0.26331246 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26552036 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35767534 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0929657 ---Validation accuracy:--- 0.9332 Validation Loss: 0.252283 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10596281 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3045859 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2581303 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26217827 Epoch: 6 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Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.100905836 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26648673 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19840752 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28501746 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10664448 ---Validation accuracy:--- 0.9272 Validation Loss: 0.28281388 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11025409 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27376556 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.22531095 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25640282 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.4425091 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26073775 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065926574 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2644752 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09169795 ---Validation accuracy:--- 0.924 Validation Loss: 0.28609088 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056565724 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25442094 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.20307025 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26532748 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2107143 ---Validation accuracy:--- 0.921 Validation Loss: 0.29242164 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06582119 ---Validation accuracy:--- 0.93 Validation Loss: 0.26871526 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13172649 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26168957 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14699975 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27771553 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2876033 ---Validation accuracy:--- 0.924 Validation Loss: 0.2835865 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08386788 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27031717 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.122297436 ---Validation accuracy:--- 0.9244 Validation Loss: 0.28110018 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13382974 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27239564 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1312705 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2519421 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065681815 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24704307 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.105294324 ---Validation accuracy:--- 0.93 Validation Loss: 0.26562455 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.27300462 ---Validation accuracy:--- 0.915 Validation Loss: 0.30832046 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08301321 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29905474 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08640229 ---Validation 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0.22813919 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3192804 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3508024 ---Validation accuracy:--- 0.847 Validation Loss: 0.53692716 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.2979552 ---Validation accuracy:--- 0.8764 Validation Loss: 0.41720304 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16505386 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26899275 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24688749 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26322055 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0652657 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24959107 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077341065 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24732505 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1866049 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26007923 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12534054 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25755128 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06337532 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2654117 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054164004 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25938842 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13711767 ---Validation accuracy:--- 0.933 Validation Loss: 0.2500484 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20004949 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26319596 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1687009 ---Validation accuracy:--- 0.931 Validation Loss: 0.2553191 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13093817 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26152146 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27045476 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2866936 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084212646 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27158478 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16389236 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27805695 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13406192 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25844494 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22991773 ---Validation accuracy:--- 0.935 Validation Loss: 0.24419656 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09344952 ---Validation accuracy:--- 0.934 Validation Loss: 0.23968694 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19365582 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27981758 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.113445766 ---Validation accuracy:--- 0.935 Validation Loss: 0.24691772 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1873695 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2722902 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08267187 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25337523 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14588909 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25845695 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14874573 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25377142 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15556236 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2508021 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13653094 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30050397 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.24047877 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25562388 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.077272005 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25781354 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07242206 ---Validation accuracy:--- 0.93 Validation Loss: 0.26802582 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17480716 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26591834 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26566872 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30928954 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.29996878 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3908418 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.39984435 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34016222 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2560449 ---Validation accuracy:--- 0.921 Validation Loss: 0.2895556 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20100948 ---Validation accuracy:--- 0.926 Validation Loss: 0.2781377 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15684524 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2812881 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16781734 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29649204 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1821961 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25655654 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15161423 ---Validation accuracy:--- 0.936 Validation Loss: 0.2584595 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08531496 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2539842 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17670734 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25268954 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06734367 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26230556 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15333311 ---Validation accuracy:--- 0.9226 Validation Loss: 0.284582 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.16065487 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32618946 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2899432 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32361612 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.31957975 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3616281 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5082285 ---Validation accuracy:--- 0.8602 Validation Loss: 0.49801943 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.34829423 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2702434 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26883447 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27078685 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07049529 ---Validation accuracy:--- 0.918 Validation Loss: 0.29469872 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14938344 ---Validation accuracy:--- 0.8866 Validation Loss: 0.39050934 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1957307 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26850426 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16954128 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28597972 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.36102116 ---Validation accuracy:--- 0.8836 Validation Loss: 0.40675917 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.21288885 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2840573 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07777211 ---Validation accuracy:--- 0.9362 Validation Loss: 0.25318995 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17691986 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26026505 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16205211 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25373682 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08606175 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24629463 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.25481138 ---Validation accuracy:--- 0.9286 Validation Loss: 0.28206015 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18937376 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26747233 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20165117 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28908277 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21583277 ---Validation accuracy:--- 0.927 Validation Loss: 0.27088735 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.1033536 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2571805 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15203874 ---Validation accuracy:--- 0.9366 Validation Loss: 0.25040615 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.116587356 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2563701 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11965836 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25195697 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19297943 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24622098 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10142753 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24497706 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17820263 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26345494 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11901492 ---Validation accuracy:--- 0.924 Validation Loss: 0.28516006 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13791098 ---Validation accuracy:--- 0.934 Validation Loss: 0.24839692 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22832727 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26519543 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1573642 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25022057 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14647073 ---Validation accuracy:--- 0.933 Validation Loss: 0.254721 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.117609024 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24895366 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08737602 ---Validation accuracy:--- 0.9368 Validation Loss: 0.25693223 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.078198336 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2557594 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06378672 ---Validation accuracy:--- 0.938 Validation Loss: 0.2391334 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17591542 ---Validation accuracy:--- 0.925 Validation Loss: 0.27931613 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13212505 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2645639 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46102685 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2922622 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06528686 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2697939 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20078957 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25525406 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22398071 ---Validation accuracy:--- 0.9244 Validation Loss: 0.28175583 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15421434 ---Validation accuracy:--- 0.9228 Validation Loss: 0.284362 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23751484 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2837898 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28698432 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28908423 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072228916 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25183755 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07088682 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2682969 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18001795 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2589105 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07709899 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25892985 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17656036 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27220196 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09024765 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27057835 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11166323 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2596162 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17399098 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2400515 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1817802 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23910166 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1626177 ---Validation accuracy:--- 0.9346 Validation Loss: 0.250283 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062476147 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24421015 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19650993 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24369687 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15883382 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25968784 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11186188 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3053919 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19260909 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27891475 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20275806 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24221963 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19547133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2541688 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22151299 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25273815 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08545409 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28752062 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10433099 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24912056 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15627669 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25557604 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22556095 ---Validation accuracy:--- 0.932 Validation Loss: 0.26113173 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11201275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29712498 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.067094184 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24874717 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04200574 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24666543 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.100069866 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26515016 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17369129 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2540358 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25717756 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Loss: 0.17387497 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2460293 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07165894 ---Validation accuracy:--- 0.9226 Validation Loss: 0.278431 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17382035 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25581026 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10463224 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25706792 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.34099412 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25382033 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.065512754 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26642764 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13628021 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2512739 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27747193 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29471827 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21225262 ---Validation accuracy:--- 0.93 Validation Loss: 0.25874916 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.22809456 ---Validation accuracy:--- 0.933 Validation Loss: 0.2470769 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.17008011 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27033854 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1596442 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24754551 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09554634 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27915052 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14261425 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26375964 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19226441 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24913931 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.23497158 ---Validation accuracy:--- 0.93 Validation Loss: 0.25715283 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14634651 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24476753 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.08173588 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25026786 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16556112 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25716543 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21926124 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26614663 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10038233 ---Validation accuracy:--- 0.9342 Validation Loss: 0.26002377 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10808253 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25144857 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14686882 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2393948 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17536472 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24002656 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.3378923 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25210983 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16271572 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2696235 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21639751 ---Validation accuracy:--- 0.93 Validation Loss: 0.253671 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13131925 ---Validation accuracy:--- 0.9272 Validation Loss: 0.258163 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12497177 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26000497 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.24772649 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2659803 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13873789 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24449302 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18999332 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2777218 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1700658 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2623898 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14032322 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27628472 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11320479 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26441178 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11001856 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26760206 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22368164 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25878453 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.107713334 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25371802 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13135253 ---Validation accuracy:--- 0.93 Validation Loss: 0.26099682 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13312526 ---Validation accuracy:--- 0.932 Validation Loss: 0.2522917 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15530714 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24846084 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14521888 ---Validation accuracy:--- 0.925 Validation Loss: 0.28274664 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11738481 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26964727 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19732551 ---Validation accuracy:--- 0.936 Validation Loss: 0.2516483 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0982081 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24669649 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07778631 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25276616 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1262222 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2529329 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24422199 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27754813 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107376784 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24052969 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09630217 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27013263 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1397028 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24707629 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06491447 ---Validation accuracy:--- 0.936 Validation Loss: 0.2424792 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18312488 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2519712 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.233569 ---Validation accuracy:--- 0.924 Validation Loss: 0.28346172 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0769878 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26773438 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.18655264 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26027167 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17987041 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24459465 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08259381 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26224628 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114980415 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24882331 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24702553 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26851803 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10938787 ---Validation accuracy:--- 0.919 Validation Loss: 0.29506445 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16124941 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26667753 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2380856 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26327989 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.109128684 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24309209 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17699352 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29728648 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16899648 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25937602 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11013996 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2691694 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0543754 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24714826 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1233187 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29955673 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12351197 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25894442 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.42033836 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4557066 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15681368 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2813986 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17023803 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29518232 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.105207406 ---Validation accuracy:--- 0.925 Validation Loss: 0.26638395 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19011395 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2544155 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06530453 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27963448 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1832208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2558988 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107410066 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25449625 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19926567 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2423685 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19618927 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2589129 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3049744 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2642878 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25813153 ---Validation accuracy:--- 0.9192 Validation Loss: 0.291348 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13894755 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25694555 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.122800805 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24627131 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19272758 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2609729 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23694141 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2561171 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12664375 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23710689 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07866597 ---Validation accuracy:--- 0.935 Validation Loss: 0.23830205 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.093311116 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25275293 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17240688 ---Validation accuracy:--- 0.931 Validation Loss: 0.25629473 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16225815 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25407466 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04486885 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2593748 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.61721534 ---Validation accuracy:--- 0.84 Validation Loss: 0.5998964 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.71364075 ---Validation accuracy:--- 0.8546 Validation Loss: 0.46403292 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17320469 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3366224 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17120156 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28650275 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.26069522 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28435236 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.121265985 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26659244 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07628999 ---Validation accuracy:--- 0.9262 Validation Loss: 0.270671 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1745231 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27046 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19368854 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2580856 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.33980113 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2597326 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1367808 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25576964 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13027963 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24900733 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13537602 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26759997 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21415497 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2508563 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17807011 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2512894 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14961456 ---Validation accuracy:--- 0.933 Validation Loss: 0.24746153 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09203907 ---Validation accuracy:--- 0.931 Validation Loss: 0.2515304 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.092163235 ---Validation accuracy:--- 0.93 Validation Loss: 0.2541202 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.34114662 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27655178 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10527978 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25416112 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07080206 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26736438 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.232224 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2512732 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077107444 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2609506 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24294142 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3256732 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12916806 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30170622 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1981084 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2769461 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18221894 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26926216 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21464336 ---Validation accuracy:--- 0.921 Validation Loss: 0.2872865 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13952038 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24326333 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12994349 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24326219 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22625908 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2643032 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14411771 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26157758 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12275559 ---Validation accuracy:--- 0.924 Validation Loss: 0.26817572 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17384216 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24880181 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15087567 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2550201 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0977981 ---Validation accuracy:--- 0.931 Validation Loss: 0.25286454 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20741211 ---Validation accuracy:--- 0.922 Validation Loss: 0.27420726 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1550074 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24512066 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07274559 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2617626 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1541598 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30355248 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.23367883 ---Validation accuracy:--- 0.9114 Validation Loss: 0.2945961 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.054753672 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25728828 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.16008942 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25262818 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17496677 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24930781 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25471383 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24425362 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07649167 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25405014 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11377489 ---Validation accuracy:--- 0.928 Validation Loss: 0.27728093 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28443813 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24003784 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10543676 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25534743 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06965523 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24935822 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.28131855 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3701675 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.34342116 ---Validation accuracy:--- 0.877 Validation Loss: 0.42691246 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16393164 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30100432 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08880929 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28185233 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28192082 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26178646 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22740659 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27489623 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16632552 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28229827 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10026638 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2987181 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12646738 ---Validation accuracy:--- 0.929 Validation Loss: 0.26551923 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17852567 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28361368 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1387131 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2743393 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2809625 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32292992 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11600625 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30905703 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1786144 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2810077 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14463685 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25421745 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11041734 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2517534 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14208601 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25256923 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.25593925 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27205515 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1702668 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424905 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18232822 ---Validation accuracy:--- 0.901 Validation Loss: 0.3763416 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18973584 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30152664 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16474672 ---Validation accuracy:--- 0.9296 Validation Loss: 0.261056 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21833806 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2606703 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13286865 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25650072 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22782409 ---Validation accuracy:--- 0.917 Validation Loss: 0.3111886 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15299335 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2583465 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12609732 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24854869 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09682827 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26215118 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09790145 ---Validation accuracy:--- 0.932 Validation Loss: 0.24747519 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.23751831 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2711936 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20002504 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30543813 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13874145 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2510517 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15629856 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24259888 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12471471 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25489876 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12001774 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2549939 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.122398406 ---Validation accuracy:--- 0.9268 Validation Loss: 0.262848 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23841144 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26219216 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09973695 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2635964 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1997657 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25658453 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1706786 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26204106 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1430534 ---Validation accuracy:--- 0.93 Validation Loss: 0.26614752 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10719098 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2610317 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2334673 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27198726 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14889245 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25447547 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.19287558 ---Validation accuracy:--- 0.921 Validation Loss: 0.28595668 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1465905 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2762955 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0690762 ---Validation accuracy:--- 0.931 Validation Loss: 0.25747013 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16952766 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26993144 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15199074 ---Validation accuracy:--- 0.931 Validation Loss: 0.25697583 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18339908 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2606241 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15939316 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26465258 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16590433 ---Validation accuracy:--- 0.921 Validation Loss: 0.29815522 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14604914 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24822691 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2799567 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24996263 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.068951406 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25213227 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17259979 ---Validation accuracy:--- 0.933 Validation Loss: 0.24748841 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10796785 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2449545 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16736278 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25438273 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09487118 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25599045 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0860359 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24490161 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19809315 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24479462 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14804603 ---Validation accuracy:--- 0.928 Validation Loss: 0.26382467 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08000307 ---Validation accuracy:--- 0.93 Validation Loss: 0.25421715 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.31060913 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0.081060454 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26500967 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20204619 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25886697 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10872975 ---Validation accuracy:--- 0.93 Validation Loss: 0.26405123 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.353279 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28254977 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19253093 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25529256 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16454723 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2387023 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21004458 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25657243 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.118894644 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24769096 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07646843 ---Validation accuracy:--- 0.932 Validation Loss: 0.25048566 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.31554624 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27829248 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20475349 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2626313 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14299203 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25177974 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.33599064 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28589433 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17025639 ---Validation accuracy:--- 0.933 Validation Loss: 0.259511 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08937268 ---Validation accuracy:--- 0.935 Validation Loss: 0.2517675 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11772419 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24664971 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.24748807 ---Validation accuracy:--- 0.936 Validation Loss: 0.24569067 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17918186 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25289395 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.051298447 ---Validation accuracy:--- 0.934 Validation Loss: 0.2475916 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.25014108 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24699965 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089921825 ---Validation accuracy:--- 0.937 Validation Loss: 0.2460855 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10077289 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2390165 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04385397 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24595171 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1669048 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24873891 Epoch: 7 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0.25289178 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1434858 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26020983 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22239737 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24208513 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08667454 ---Validation accuracy:--- 0.936 Validation Loss: 0.23336038 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2130573 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25055376 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.15317854 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26271176 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107204266 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2464429 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0993885 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26883712 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1224582 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23486885 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13300242 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2547651 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097765476 ---Validation accuracy:--- 0.9364 Validation Loss: 0.246854 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2894337 ---Validation accuracy:--- 0.93 Validation Loss: 0.2590827 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11924526 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30636817 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20546328 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2682246 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10260426 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25453314 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11178518 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24686064 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09476389 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25141817 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15202005 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24716087 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1494976 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25574425 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19385114 ---Validation accuracy:--- 0.899 Validation Loss: 0.36073518 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1535583 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27157545 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.25377315 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2549794 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12093502 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26658854 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.22686112 ---Validation accuracy:--- 0.937 Validation Loss: 0.250053 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10139858 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Loss: 0.06441281 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23737234 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.050528992 ---Validation accuracy:--- 0.938 Validation Loss: 0.2449917 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.21740252 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2910603 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22676827 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2758923 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.21822147 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26347578 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19692586 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27931172 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12617056 ---Validation accuracy:--- 0.929 Validation Loss: 0.2611407 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11918527 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2639321 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22583957 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25599706 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10048431 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24862202 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11243055 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24815793 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22434676 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26506138 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21120553 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23944241 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04529664 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24315499 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16535604 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3000433 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20892386 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28650346 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16575554 ---Validation accuracy:--- 0.925 Validation Loss: 0.2733809 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09444118 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27761725 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19228627 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2692727 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4182769 ---Validation accuracy:--- 0.92 Validation Loss: 0.29420957 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.3383297 ---Validation accuracy:--- 0.9388 Validation Loss: 0.24461694 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14692482 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2482792 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.25668734 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26882568 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18094444 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24394931 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13570191 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27501807 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21057922 ---Validation accuracy:--- 0.925 Validation Loss: 0.2767293 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.23282151 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25672603 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11865067 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25829396 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20225048 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23919204 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107818365 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23832065 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.091839656 ---Validation accuracy:--- 0.933 Validation Loss: 0.24694477 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12927914 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2551417 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3027266 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30593058 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073825344 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2568198 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16472024 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25906143 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.272197 ---Validation accuracy:--- 0.935 Validation Loss: 0.2500018 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10256392 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24067011 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12032149 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24117813 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05137987 ---Validation accuracy:--- 0.934 Validation Loss: 0.24233355 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.062424537 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25601146 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10482317 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2424004 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06480986 ---Validation accuracy:--- 0.925 Validation Loss: 0.2759608 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21650475 ---Validation accuracy:--- 0.928 Validation Loss: 0.25778478 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17935376 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25977364 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05696189 ---Validation accuracy:--- 0.927 Validation Loss: 0.26589027 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15657805 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25468126 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13393682 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24430493 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20441666 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27761653 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050237726 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27727193 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.23721758 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24859844 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20500511 ---Validation accuracy:--- 0.9096 Validation Loss: 0.31187528 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07287039 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26050594 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1441396 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25990337 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18083039 ---Validation accuracy:--- 0.938 Validation Loss: 0.23857695 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12265472 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24657251 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18214895 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24798824 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0975877 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23800556 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16731262 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25666234 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084714554 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28695577 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18199669 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29998413 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.19637041 ---Validation accuracy:--- 0.917 Validation Loss: 0.28658107 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19711338 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3564065 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13705483 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25036353 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18242191 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2754871 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.074552335 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2501485 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.077673905 ---Validation accuracy:--- 0.929 Validation Loss: 0.26112658 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.26185948 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2803149 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.31798202 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2856417 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16676264 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25745252 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11236873 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24955739 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17579678 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2994195 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10802101 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2648922 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23724842 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25619486 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112602904 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25196853 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07588129 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25242078 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16339035 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23783527 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14075467 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25234666 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14700991 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25738758 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22287112 ---Validation accuracy:--- 0.9156 Validation Loss: 0.29779857 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19958 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25129667 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05057195 ---Validation accuracy:--- 0.935 Validation Loss: 0.23654036 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14988106 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24269815 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15896738 ---Validation accuracy:--- 0.925 Validation Loss: 0.27567896 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1210092 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29217535 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060262114 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2578444 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13229963 ---Validation accuracy:--- 0.932 Validation Loss: 0.25130495 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.23179293 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27225497 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.2746176 ---Validation accuracy:--- 0.9254 Validation Loss: 0.260419 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2665091 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27679923 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1461708 ---Validation accuracy:--- 0.932 Validation Loss: 0.24410976 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.23833539 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2525865 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09637005 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24379319 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09246624 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25049028 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2190496 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23161529 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17454405 ---Validation accuracy:--- 0.931 Validation Loss: 0.24692701 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17650425 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26590893 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22626406 ---Validation accuracy:--- 0.9016 Validation Loss: 0.32035542 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19235107 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2768359 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095571354 ---Validation accuracy:--- 0.929 Validation Loss: 0.25645146 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06622168 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26169196 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16533415 ---Validation accuracy:--- 0.927 Validation Loss: 0.25204358 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14886126 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27266112 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.13192254 ---Validation accuracy:--- 0.927 Validation Loss: 0.25893793 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17511238 ---Validation accuracy:--- 0.9346 Validation Loss: 0.239979 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08339159 ---Validation accuracy:--- 0.935 Validation Loss: 0.23959841 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14946729 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29700547 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15660802 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2574496 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111017436 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25288144 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16278219 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25218588 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053275246 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24289277 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13306765 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2408137 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2547911 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25324613 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110964224 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25773877 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12071344 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2393512 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17621669 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25397226 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29993436 ---Validation accuracy:--- 0.9016 Validation Loss: 0.33789194 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.35087726 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26380312 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17339511 ---Validation accuracy:--- 0.925 Validation Loss: 0.26951432 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1968226 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26008195 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.159514 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25472936 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.11433098 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27138424 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06286009 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27266285 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10394794 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27473336 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05390346 ---Validation accuracy:--- 0.925 Validation Loss: 0.2720104 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.120768696 ---Validation accuracy:--- 0.927 Validation Loss: 0.25867757 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16123089 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25886357 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20634165 ---Validation accuracy:--- 0.8944 Validation Loss: 0.34979776 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112034075 ---Validation accuracy:--- 0.929 Validation Loss: 0.26916036 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.07222238 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2787988 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12660594 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2489148 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18003288 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2640269 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.29180613 ---Validation accuracy:--- 0.9322 Validation Loss: 0.262374 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10818865 ---Validation accuracy:--- 0.927 Validation Loss: 0.27855045 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14121892 ---Validation accuracy:--- 0.93 Validation Loss: 0.2583143 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1259931 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27533114 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13851716 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26152086 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17325203 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2483371 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.17881408 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2687043 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18346123 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2807981 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19759065 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2638982 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15913469 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24673979 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056289654 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2750454 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15968136 ---Validation accuracy:--- 0.911 Validation Loss: 0.3246274 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22013725 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26259774 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09561649 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2728983 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1482438 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27848297 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20500171 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2915164 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11844706 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26136094 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14627796 ---Validation accuracy:--- 0.924 Validation Loss: 0.28415233 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09914656 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2692012 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114400715 ---Validation accuracy:--- 0.934 Validation Loss: 0.25815424 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2813598 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26579413 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13774091 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2578542 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14303887 ---Validation accuracy:--- 0.92 Validation Loss: 0.2989007 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17160717 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25094295 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12829281 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25126812 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09203854 ---Validation accuracy:--- 0.93 Validation Loss: 0.26504755 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18422754 ---Validation accuracy:--- 0.9268 Validation Loss: 0.286408 Epoch: 7 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0.25287127 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14955536 ---Validation accuracy:--- 0.937 Validation Loss: 0.24437822 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21877775 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2917396 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.45680228 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3771682 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.28891724 ---Validation accuracy:--- 0.8842 Validation Loss: 0.39391017 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13949685 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2649763 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20700312 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2703364 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09909801 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27044693 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.281268 ---Validation accuracy:--- 0.91 Validation Loss: 0.32229882 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05521931 ---Validation accuracy:--- 0.934 Validation Loss: 0.25180918 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0860754 ---Validation accuracy:--- 0.932 Validation Loss: 0.25261918 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17256245 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26598623 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11337066 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25593048 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04639308 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24328384 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21580023 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25090557 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09856287 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26089942 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2674611 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26987076 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16404888 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24780127 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14310987 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2645541 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.104970664 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2550465 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.30414876 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2759255 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10329193 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2619359 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19970794 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26557449 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.30348513 ---Validation accuracy:--- 0.9018 Validation Loss: 0.33201724 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20364495 ---Validation accuracy:--- 0.922 Validation Loss: 0.29050574 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11125671 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2637111 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0962902 ---Validation accuracy:--- 0.925 Validation Loss: 0.27702525 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08983891 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25714594 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110851996 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24056797 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05488048 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24361059 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11695511 ---Validation accuracy:--- 0.926 Validation Loss: 0.264077 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20610842 ---Validation accuracy:--- 0.9312 Validation Loss: 0.259255 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1983381 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29083177 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1304582 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25731376 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.27508676 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35382962 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.30031028 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34272948 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.25670573 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27345768 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18363865 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25186393 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1380759 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24334419 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13415207 ---Validation accuracy:--- 0.92 Validation Loss: 0.28847378 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28860357 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26315045 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10858465 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26133204 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14144175 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2537955 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07188737 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2584455 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11998681 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2552404 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13806485 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2503644 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.25756302 ---Validation accuracy:--- 0.9276 Validation Loss: 0.28006548 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08079422 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25616938 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14242344 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2727589 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13647318 ---Validation accuracy:--- 0.911 Validation Loss: 0.31925377 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.101306036 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27744746 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08414518 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27288583 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11193565 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2756891 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16589698 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27099714 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.124181345 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2761746 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14182942 ---Validation accuracy:--- 0.927 Validation Loss: 0.2829203 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22019795 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30023965 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16961375 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29612577 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13477226 ---Validation accuracy:--- 0.916 Validation Loss: 0.29005086 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22213463 ---Validation accuracy:--- 0.922 Validation Loss: 0.27888036 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110382885 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27132863 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1317495 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29167974 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053472232 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27487135 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.21080622 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24420469 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19178315 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2520186 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17251098 ---Validation accuracy:--- 0.929 Validation Loss: 0.25900272 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09523402 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25523168 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1322282 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28864905 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114759274 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31381541 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24012272 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28537458 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09546567 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2893125 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24730235 ---Validation accuracy:--- 0.929 Validation Loss: 0.26113796 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057387248 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24290141 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1376239 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24267548 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12706867 ---Validation accuracy:--- 0.93 Validation Loss: 0.2595604 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13032795 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29596293 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10843117 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2406794 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12650612 ---Validation accuracy:--- 0.932 Validation Loss: 0.24759726 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095665425 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23916037 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1054553 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25306275 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072474845 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24256824 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09274264 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25064552 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21491757 ---Validation accuracy:--- 0.937 Validation Loss: 0.23565249 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10255556 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24673049 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17351347 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23800296 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20931591 ---Validation accuracy:--- 0.934 Validation Loss: 0.23903975 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24821535 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24866638 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10167007 ---Validation accuracy:--- 0.921 Validation Loss: 0.27995524 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13825665 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27474216 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19114254 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25639778 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14468746 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24901949 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14967632 ---Validation accuracy:--- 0.93 Validation Loss: 0.25810367 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19937134 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2542965 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06835137 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24594395 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12370171 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26630482 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22246979 ---Validation accuracy:--- 0.932 Validation Loss: 0.24919759 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.124807894 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25580287 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.071586676 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23484536 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15146351 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24080542 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12961069 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24868618 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.19355018 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24173164 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20669758 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25302574 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21315297 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23727554 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16348477 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2520261 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.20687184 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2757629 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04701548 ---Validation accuracy:--- 0.931 Validation Loss: 0.25621367 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10918642 ---Validation accuracy:--- 0.93 Validation Loss: 0.25139636 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10814133 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25536093 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.110251844 ---Validation accuracy:--- 0.922 Validation Loss: 0.27047712 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.27125 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26012412 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17077297 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24702124 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14373265 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26794052 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.28303966 ---Validation accuracy:--- 0.922 Validation Loss: 0.28412643 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113630936 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24914402 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13235806 ---Validation accuracy:--- 0.9338 Validation Loss: 0.254458 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22329025 ---Validation accuracy:--- 0.93 Validation Loss: 0.25466442 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23697887 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25520313 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12302218 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24647705 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17293042 ---Validation accuracy:--- 0.92 Validation Loss: 0.27724996 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11832866 ---Validation accuracy:--- 0.914 Validation Loss: 0.3017328 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29509452 ---Validation accuracy:--- 0.932 Validation Loss: 0.24797276 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24546325 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2511399 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13935027 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24662554 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12505503 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24049634 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13038774 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26231864 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.112645224 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25243014 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3054801 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26387495 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10579323 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23545995 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07606083 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23712705 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15309247 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28724074 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24327862 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26158494 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09159555 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25135377 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24126767 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2525517 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10484968 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23334707 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17781208 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28453666 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110862695 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2525906 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17477301 ---Validation accuracy:--- 0.936 Validation Loss: 0.24182895 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22613221 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2592314 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.1979113 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27040923 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1794779 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24037974 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097226016 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23993562 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.25925663 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27163336 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17845325 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23338707 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2215451 ---Validation accuracy:--- 0.935 Validation Loss: 0.24229875 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16550896 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24180332 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10295562 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26664028 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10483759 ---Validation accuracy:--- 0.918 Validation Loss: 0.296903 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.096881464 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24851489 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.15573163 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27505216 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1620424 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25929394 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.22179526 ---Validation accuracy:--- 0.917 Validation Loss: 0.2952826 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13958722 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2599359 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19741955 ---Validation accuracy:--- 0.934 Validation Loss: 0.2494938 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18841851 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26460096 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14697614 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26980826 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21282093 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2510335 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18590108 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2966727 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15626472 ---Validation accuracy:--- 0.926 Validation Loss: 0.27229905 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13449502 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25419506 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14777489 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26285484 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19791467 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25186425 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18876106 ---Validation accuracy:--- 0.929 Validation Loss: 0.25048172 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1205023 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24898526 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.25877145 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26677892 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1444856 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2562937 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05873294 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24395844 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23690474 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26644495 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2112108 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31084684 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06933564 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27120405 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13510342 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28782877 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.30479345 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2555633 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1883794 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26259962 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08817606 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25421476 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09905123 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26116902 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1409763 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27897108 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13541856 ---Validation accuracy:--- 0.918 Validation Loss: 0.298733 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.12829694 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2516091 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098022416 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2802875 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2693663 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31116757 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17486961 ---Validation accuracy:--- 0.926 Validation Loss: 0.2756441 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14936891 ---Validation accuracy:--- 0.9338 Validation Loss: 0.250223 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11943923 ---Validation accuracy:--- 0.923 Validation Loss: 0.28739113 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15596725 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28098446 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20291314 ---Validation accuracy:--- 0.915 Validation Loss: 0.3122723 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10616686 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2515034 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1632687 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23583081 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027977824 ---Validation accuracy:--- 0.941 Validation Loss: 0.23556457 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12416738 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25159886 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19860661 ---Validation accuracy:--- 0.938 Validation Loss: 0.24068286 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.080124065 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24641739 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097952835 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24672212 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061037663 ---Validation accuracy:--- 0.938 Validation Loss: 0.24115185 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15415868 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23929566 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09652485 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2562562 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17908294 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24779175 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1518059 ---Validation accuracy:--- 0.935 Validation Loss: 0.2476485 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07886802 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24879153 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2355854 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23895034 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077859 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27167448 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07982054 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26827335 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13050865 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26314923 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10252907 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26015943 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2130291 ---Validation accuracy:--- 0.9008 Validation Loss: 0.34631136 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.26628932 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2781495 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20440418 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28144956 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14830849 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24778414 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13200153 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25753734 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21094696 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24604487 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.076075524 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2560645 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11464787 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30757785 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29042518 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25250322 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.23234892 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26759088 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19048785 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2659073 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11238582 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24712217 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09326597 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24647748 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18178369 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25047174 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.23000327 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29318056 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.121309154 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2974337 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19691132 ---Validation accuracy:--- 0.8968 Validation Loss: 0.34375107 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.27142248 ---Validation accuracy:--- 0.926 Validation Loss: 0.2647744 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22197914 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24628875 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08166068 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2417526 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15780346 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2536642 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.21065873 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25606328 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06345594 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23282397 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15761681 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29088992 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.23312217 ---Validation accuracy:--- 0.925 Validation Loss: 0.27269638 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.21468787 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27056253 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18541928 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26575997 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16454956 ---Validation accuracy:--- 0.933 Validation Loss: 0.24848464 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2468816 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23781787 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.15018554 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24585298 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0860265 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27225715 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.21532358 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23530096 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.18543305 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24238968 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.23509483 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25529698 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07661381 ---Validation accuracy:--- 0.934 Validation Loss: 0.244431 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07749451 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25729433 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10108634 ---Validation accuracy:--- 0.935 Validation Loss: 0.2519201 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.22616477 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24380302 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14239179 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23759915 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16852558 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23796415 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18254574 ---Validation accuracy:--- 0.939 Validation Loss: 0.23306826 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28160152 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23867197 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17268778 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2466469 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13366584 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24681523 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11849264 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25244468 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08752675 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23625542 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06659416 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23731562 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.092516325 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23733005 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.109921835 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30988613 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15463638 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28079352 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09758236 ---Validation accuracy:--- 0.932 Validation Loss: 0.24787295 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16382025 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27276972 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15048943 ---Validation accuracy:--- 0.92 Validation Loss: 0.2762209 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0900788 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24229209 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09650932 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2625037 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.19381279 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30392587 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18236843 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2519396 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06979268 ---Validation accuracy:--- 0.935 Validation Loss: 0.24784672 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0894869 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25157413 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.072951056 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25832915 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07622343 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25557554 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07744672 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24233721 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09183755 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2519414 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12835535 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27743307 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08812799 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29151085 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22782303 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2878196 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11182103 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25918558 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20463268 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2599644 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11016784 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25292382 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12750068 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2519626 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19103028 ---Validation accuracy:--- 0.934 Validation Loss: 0.24913953 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08650549 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28072467 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17582192 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24588794 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.32411376 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29669288 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.25039846 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2496801 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114355 ---Validation accuracy:--- 0.935 Validation Loss: 0.24142548 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1649712 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24853371 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12511411 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24533464 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.102654114 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24713579 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15094952 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25616223 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14963879 ---Validation accuracy:--- 0.93 Validation Loss: 0.25423032 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24594295 ---Validation accuracy:--- 0.904 Validation Loss: 0.33013937 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089501016 ---Validation accuracy:--- 0.935 Validation Loss: 0.247925 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08650012 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23441695 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14641191 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27879506 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22556987 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24938369 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2609035 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24401325 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12310043 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2678174 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19532749 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26408032 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21320882 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25215966 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098566115 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2536676 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12439012 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24045508 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10950211 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23869365 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13059779 ---Validation accuracy:--- 0.936 Validation Loss: 0.24299997 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10408121 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24774498 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.044792205 ---Validation accuracy:--- 0.932 Validation Loss: 0.24637315 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112123005 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2946621 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1722567 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24817075 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21221577 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26521268 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12097496 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25686017 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1815627 ---Validation accuracy:--- 0.925 Validation Loss: 0.27683204 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27444 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25026774 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.075894356 ---Validation accuracy:--- 0.934 Validation Loss: 0.25339228 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1407105 ---Validation accuracy:--- 0.9158 Validation Loss: 0.2915889 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10542063 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25282255 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14046772 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2931147 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12771584 ---Validation accuracy:--- 0.931 Validation Loss: 0.27183726 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13122489 ---Validation accuracy:--- 0.932 Validation Loss: 0.2538329 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13994737 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24759415 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.123319075 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24905244 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19860075 ---Validation accuracy:--- 0.93 Validation Loss: 0.26100576 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12606908 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25013393 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1774439 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25821856 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24383369 ---Validation accuracy:--- 0.9134 Validation Loss: 0.30507794 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17283292 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29556713 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09873336 ---Validation accuracy:--- 0.935 Validation Loss: 0.2453644 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16363356 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25488383 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.082107484 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25729582 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12486795 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23808648 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08038969 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24474385 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14706218 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25913158 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15304612 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23519546 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07260596 ---Validation accuracy:--- 0.936 Validation Loss: 0.2374814 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05399935 ---Validation accuracy:--- 0.937 Validation Loss: 0.23542053 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17255068 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26679298 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16334663 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2693874 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10489736 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2769839 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.105797194 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24586567 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20891394 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25149405 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15325941 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2400611 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13412943 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27400187 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12893137 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24659136 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.066989645 ---Validation accuracy:--- 0.929 Validation Loss: 0.2622984 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085323974 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23943919 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17566667 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2466918 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14139685 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26040575 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15397768 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27787113 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12736258 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25021753 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08507243 ---Validation accuracy:--- 0.929 Validation Loss: 0.27451515 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15509784 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24822704 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1547843 ---Validation accuracy:--- 0.925 Validation Loss: 0.27251664 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16303153 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2610232 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19694084 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2553232 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09308393 ---Validation accuracy:--- 0.926 Validation Loss: 0.26348165 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24206714 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32334515 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.26633063 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2564241 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1392557 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25087628 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1570454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.24286626 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09075505 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25241852 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17859146 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2677043 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19492866 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29192334 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3197294 ---Validation accuracy:--- 0.927 Validation Loss: 0.26977703 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19706598 ---Validation accuracy:--- 0.934 Validation Loss: 0.25059754 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15436915 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Loss: 0.17538477 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2547195 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24404357 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26007557 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040834013 ---Validation accuracy:--- 0.934 Validation Loss: 0.24660689 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20357761 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3787054 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15584505 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29420346 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18931554 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25548404 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17781326 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28823376 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054435205 ---Validation accuracy:--- 0.925 Validation Loss: 0.28597915 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.27396286 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2670855 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14858373 ---Validation accuracy:--- 0.93 Validation Loss: 0.27834857 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22825974 ---Validation accuracy:--- 0.931 Validation Loss: 0.2592167 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13828623 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25745243 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19932513 ---Validation accuracy:--- 0.929 Validation Loss: 0.26087403 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09198408 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2622079 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16912542 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24126957 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11195746 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2531157 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13205482 ---Validation accuracy:--- 0.927 Validation Loss: 0.27640703 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1679573 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27073985 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16854472 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25453532 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.115155675 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24348189 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10954822 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25482488 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115976565 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27567536 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06705849 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26793054 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049201705 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2606347 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050954755 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26745534 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.22277251 ---Validation accuracy:--- 0.931 Validation Loss: 0.25532258 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06853162 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25851715 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12255395 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2605597 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.108592965 ---Validation accuracy:--- 0.9314 Validation Loss: 0.268976 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14705801 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25778067 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1588962 ---Validation accuracy:--- 0.9292 Validation Loss: 0.255251 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0989974 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24145627 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17258535 ---Validation accuracy:--- 0.929 Validation Loss: 0.2630584 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19630304 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3151424 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12946124 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27382767 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15969408 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25728834 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23503676 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27810487 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17492375 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24666812 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10447758 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2512527 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1503508 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26703557 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100266606 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24377693 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09340024 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24684969 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10559106 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24118291 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.24425693 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25512755 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22416212 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25933427 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16542557 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27403286 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105235726 ---Validation accuracy:--- 0.932 Validation Loss: 0.24503882 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36062822 ---Validation accuracy:--- 0.91 Validation Loss: 0.32732686 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19726864 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2599939 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20839243 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25739554 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12759745 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2598754 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15620366 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24748008 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13655631 ---Validation accuracy:--- 0.929 Validation Loss: 0.25921527 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21764992 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2481754 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087140895 ---Validation accuracy:--- 0.937 Validation Loss: 0.2394148 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.116976775 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28676593 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09353883 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25416127 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15049002 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24354722 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16211353 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2634853 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.098358385 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25016537 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06920611 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23871645 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10711984 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2630379 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.26676542 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25949922 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.164632 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26173642 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14758131 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24547587 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20379925 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30009848 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100790046 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24713027 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23294437 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24154434 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.29298964 ---Validation accuracy:--- 0.935 Validation Loss: 0.2531943 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12142229 ---Validation accuracy:--- 0.936 Validation Loss: 0.23875093 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.3632581 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25826803 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1387685 ---Validation accuracy:--- 0.936 Validation Loss: 0.23219204 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16574219 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2908646 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.25357944 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3399373 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15016067 ---Validation accuracy:--- 0.933 Validation Loss: 0.25059083 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22088799 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24822834 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2545136 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2650158 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07875493 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2576317 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08481287 ---Validation accuracy:--- 0.931 Validation Loss: 0.25389752 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.11313206 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25539708 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16290466 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2650301 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10432432 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27116376 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18786506 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26016158 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09252459 ---Validation accuracy:--- 0.933 Validation Loss: 0.25398666 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12813082 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25908116 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24201988 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24204467 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18445843 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2504458 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14709315 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2563137 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05662215 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25910735 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068581305 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26047343 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15657683 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24837255 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11269075 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25061664 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15637259 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2513381 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14111441 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23466812 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09392555 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25035208 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.107700385 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25747296 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.22771597 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26450074 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1592208 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23569985 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11470287 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2936312 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048824396 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24369465 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08990381 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25179818 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18170041 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2914481 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.22133976 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23917115 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08443917 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25173277 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19519924 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29847002 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19734249 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23989236 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1877708 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23743428 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1759752 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25785914 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21435063 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27727437 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1945275 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2529236 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08438758 ---Validation accuracy:--- 0.937 Validation Loss: 0.23967232 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11164116 ---Validation accuracy:--- 0.934 Validation Loss: 0.23520842 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051595658 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23898526 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09621964 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24314809 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05170664 ---Validation accuracy:--- 0.932 Validation Loss: 0.24707793 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1384838 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25102285 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11711918 ---Validation accuracy:--- 0.938 Validation Loss: 0.22597195 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10087515 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25738892 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14458448 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23555318 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10387833 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22900249 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2104158 ---Validation accuracy:--- 0.924 Validation Loss: 0.27064875 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1258275 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23056386 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.23103641 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30901307 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.207322 ---Validation accuracy:--- 0.933 Validation Loss: 0.24635002 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.053335514 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2593789 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14716211 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23477134 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1578334 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24736165 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15880379 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28837678 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075805284 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27151358 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21983106 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2829964 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11382022 ---Validation accuracy:--- 0.923 Validation Loss: 0.28372583 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.068512 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24087588 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13107048 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28937367 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19547623 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3163995 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08113549 ---Validation accuracy:--- 0.927 Validation Loss: 0.26696295 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17383987 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24374853 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031524044 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24290688 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08939119 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29766464 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09145809 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2425321 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.078672215 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2506661 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07307426 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25725326 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08363205 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28753006 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15813093 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25233233 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.120356694 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2434131 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087172225 ---Validation accuracy:--- 0.93 Validation Loss: 0.2680813 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07385046 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26299143 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06308703 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26420084 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09234684 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24156404 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03519092 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2540443 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16618659 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27575323 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06619054 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2595797 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22560725 ---Validation accuracy:--- 0.92 Validation Loss: 0.27948448 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07294552 ---Validation accuracy:--- 0.9254 Validation Loss: 0.274594 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.26265517 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30834347 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1444022 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715874 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22384052 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26141256 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15494637 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27433226 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19598316 ---Validation accuracy:--- 0.921 Validation Loss: 0.28445825 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16921957 ---Validation accuracy:--- 0.933 Validation Loss: 0.24253267 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.17218147 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2921913 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.20861474 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26363283 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18134251 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26100758 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23893157 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2653752 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15792486 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24655323 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10770566 ---Validation accuracy:--- 0.921 Validation Loss: 0.27646276 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17191634 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26660392 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14113963 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24596705 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060024604 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2545542 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108966246 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26998082 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.048594933 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2568757 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2348838 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25225538 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18439132 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25928092 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16198288 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2608459 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.262864 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26198325 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15456839 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24864912 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14085166 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25873587 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12534028 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2432084 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.105498105 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24678962 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22791645 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23348631 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09219545 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2399646 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.069544226 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26216352 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17034733 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2553397 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22650425 ---Validation accuracy:--- 0.934 Validation Loss: 0.25681305 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0718676 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25145397 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14573042 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24545681 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10710867 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2554918 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0709589 ---Validation accuracy:--- 0.93 Validation Loss: 0.25633955 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10695544 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27020982 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.22697175 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3378239 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0862716 ---Validation accuracy:--- 0.933 Validation Loss: 0.25301743 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041868553 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2550052 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.068947166 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25092334 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1218211 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28085414 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.32561097 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30374947 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.14020924 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25450817 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19609672 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26507455 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17414913 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24963336 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17274986 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25350538 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13461591 ---Validation accuracy:--- 0.935 Validation Loss: 0.2391266 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17666794 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27922192 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16248791 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26171032 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.1777546 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29887798 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15619591 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2564799 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.093382575 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549559 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20414764 ---Validation accuracy:--- 0.931 Validation Loss: 0.2698673 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2176445 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26059166 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09514124 ---Validation accuracy:--- 0.937 Validation Loss: 0.24231163 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10869841 ---Validation accuracy:--- 0.936 Validation Loss: 0.24221392 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1692906 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25998563 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0888111 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2550054 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22268072 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26705223 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.075470775 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24326226 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15127283 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2402229 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.279742 ---Validation accuracy:--- 0.931 Validation Loss: 0.25327274 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15660226 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25665796 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15331247 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3068188 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2314738 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2484745 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14977688 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24414583 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14386523 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26309657 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18873917 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27865264 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.13356109 ---Validation accuracy:--- 0.927 Validation Loss: 0.2759411 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11396288 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25540367 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09964889 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24557242 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1368746 ---Validation accuracy:--- 0.933 Validation Loss: 0.24564219 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24415134 ---Validation accuracy:--- 0.912 Validation Loss: 0.3196571 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.17396905 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2561137 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22713345 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25928175 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10564671 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24641389 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20118897 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24434905 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17074634 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28454307 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22319931 ---Validation accuracy:--- 0.932 Validation Loss: 0.24616963 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.26880896 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3016146 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.28560844 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25796792 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.101139374 ---Validation accuracy:--- 0.9312 Validation Loss: 0.250986 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19224195 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24398994 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08752348 ---Validation accuracy:--- 0.933 Validation Loss: 0.24345827 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06782449 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24223992 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11827625 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23288457 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15643202 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2703869 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19050743 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3002714 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18550193 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26195836 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17416418 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26130363 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08995822 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27116388 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.099150375 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24620244 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13660674 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29019132 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17405671 ---Validation accuracy:--- 0.922 Validation Loss: 0.27894235 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22032498 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26321906 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12730993 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31092334 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12673864 ---Validation accuracy:--- 0.9064 Validation Loss: 0.31440684 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.27395064 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32370362 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1558589 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2625752 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.27433023 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26650387 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1514762 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24653812 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.064584434 ---Validation accuracy:--- 0.931 Validation Loss: 0.25253615 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2053524 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2693228 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1920104 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27018842 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09734085 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25379783 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18505172 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2970704 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14699316 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26216272 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.091752455 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24125503 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1701744 ---Validation accuracy:--- 0.925 Validation Loss: 0.27022994 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23402649 ---Validation accuracy:--- 0.914 Validation Loss: 0.30827448 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082018316 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25555912 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1203894 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26949316 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13499118 ---Validation accuracy:--- 0.928 Validation Loss: 0.26746055 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.2111798 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24650925 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101274244 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25397396 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16477944 ---Validation accuracy:--- 0.919 Validation Loss: 0.29317877 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103157654 ---Validation accuracy:--- 0.934 Validation Loss: 0.24214995 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08868254 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27554706 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.106595956 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2536113 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08323448 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25770026 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13323992 ---Validation accuracy:--- 0.928 Validation Loss: 0.2546191 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08176958 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24911048 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12128521 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27496064 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.21984123 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25730813 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17259128 ---Validation accuracy:--- 0.933 Validation Loss: 0.25717092 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.124804735 ---Validation accuracy:--- 0.93 Validation Loss: 0.2644472 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15750526 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25286144 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2010081 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25305277 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.18428099 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23834229 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19121696 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25088415 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.104334466 ---Validation accuracy:--- 0.931 Validation Loss: 0.2574482 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17343141 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24761312 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23984264 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28377455 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.057259187 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2620969 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12216545 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31218627 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11855436 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24277338 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19583477 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25408956 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11147888 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2955674 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22769654 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27164757 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12563162 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2599199 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13971172 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25691327 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18286526 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25048968 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053828012 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25882712 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1458241 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26473764 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108527295 ---Validation accuracy:--- 0.931 Validation Loss: 0.2583284 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05275576 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24038127 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.094523065 ---Validation accuracy:--- 0.932 Validation Loss: 0.2435543 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21405356 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2912231 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2722273 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28605396 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18793625 ---Validation accuracy:--- 0.924 Validation Loss: 0.27166256 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19840626 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2574612 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19088021 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24847078 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.068376504 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24825251 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.20469216 ---Validation accuracy:--- 0.934 Validation Loss: 0.2534502 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1624559 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24376363 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10153395 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24446855 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.113941506 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24788472 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11862625 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24455792 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16577317 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26356387 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05946018 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2852647 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.182305 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27104214 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17542663 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25635216 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2154695 ---Validation accuracy:--- 0.92 Validation Loss: 0.2877634 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11984911 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28746793 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24185471 ---Validation accuracy:--- 0.9254 Validation Loss: 0.279425 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10610351 ---Validation accuracy:--- 0.9334 Validation Loss: 0.251883 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1887415 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24735858 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11923007 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23766431 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10528841 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24423309 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11345902 ---Validation accuracy:--- 0.926 Validation Loss: 0.26811045 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19695543 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715131 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18925945 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25572875 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115998074 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2626446 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15727767 ---Validation accuracy:--- 0.933 Validation Loss: 0.25540176 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08671137 ---Validation accuracy:--- 0.933 Validation Loss: 0.25086197 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13759182 ---Validation accuracy:--- 0.9232 Validation Loss: 0.30184835 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14170553 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2524274 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08882302 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26244733 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10848213 ---Validation accuracy:--- 0.934 Validation Loss: 0.24388032 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10486896 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24630065 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15437236 ---Validation accuracy:--- 0.932 Validation Loss: 0.26917446 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15856469 ---Validation accuracy:--- 0.9272 Validation Loss: 0.28469235 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.21835859 ---Validation accuracy:--- 0.904 Validation Loss: 0.33036703 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11932226 ---Validation accuracy:--- 0.9262 Validation Loss: 0.270462 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12575375 ---Validation accuracy:--- 0.927 Validation Loss: 0.2640835 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1313283 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29369628 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14221948 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2525105 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1330918 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25725317 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12007284 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24478355 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12384356 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2648196 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10944583 ---Validation accuracy:--- 0.933 Validation Loss: 0.24621788 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3461489 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27882302 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13221347 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25331992 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07650862 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25430506 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032146845 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25330883 Epoch: 8 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Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0813772 ---Validation accuracy:--- 0.93 Validation Loss: 0.261383 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13763788 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26669702 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1384413 ---Validation accuracy:--- 0.926 Validation Loss: 0.25972736 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09257203 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26029858 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19474916 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25853875 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11810409 ---Validation accuracy:--- 0.9346 Validation Loss: 0.238898 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034813628 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2521917 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10713088 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24174663 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20887667 ---Validation accuracy:--- 0.928 Validation Loss: 0.26652497 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09034822 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2377543 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17609444 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25415307 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052954417 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2595926 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.092489265 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424856 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06472689 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24931443 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08926571 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24177627 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1056035 ---Validation accuracy:--- 0.926 Validation Loss: 0.26642227 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19238697 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24700728 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20566396 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26972896 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11251895 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24349715 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13257882 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2734205 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.30417064 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23834956 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11920698 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23877037 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1849611 ---Validation accuracy:--- 0.936 Validation Loss: 0.23774458 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11919979 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26800725 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08963646 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24949741 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17626376 ---Validation accuracy:--- 0.924 Validation Loss: 0.2687611 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2127584 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26951522 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13091215 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24578823 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15188187 ---Validation accuracy:--- 0.933 Validation Loss: 0.24915859 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24044801 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26667553 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14051434 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24857856 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08296657 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23803389 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.049932312 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27930737 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.119376615 ---Validation accuracy:--- 0.926 Validation Loss: 0.25922325 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11950407 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27566218 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060900316 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2501055 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1461912 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27540898 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16643141 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25558066 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.149052 ---Validation accuracy:--- 0.923 Validation Loss: 0.28211644 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24094711 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25768998 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1513441 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3252497 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.21732707 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31048054 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18856014 ---Validation accuracy:--- 0.902 Validation Loss: 0.33164012 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12811744 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25989157 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1501958 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24735548 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13337786 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2563954 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15379624 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2547703 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19244541 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2580351 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22582865 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23444062 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.24076267 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24294864 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.26509315 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24890512 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15770409 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26193422 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1536561 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2587744 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055125922 ---Validation accuracy:--- 0.934 Validation Loss: 0.24336062 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07008392 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23498815 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1062165 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23958555 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07145933 ---Validation accuracy:--- 0.923 Validation Loss: 0.28136542 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14360815 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25260416 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1620937 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24951133 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19800419 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27075464 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14556983 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23937568 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16841958 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28762612 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24134316 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24554951 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14167686 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24180883 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15688342 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26673004 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2110625 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27851778 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11023078 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2469201 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19414704 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25247225 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16107996 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24330467 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09017975 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25449187 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08292313 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23374492 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0857652 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23641199 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15304972 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30116692 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.079482555 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23510914 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.28780326 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28485224 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.2680111 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32633665 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.087750286 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2654685 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24149679 ---Validation accuracy:--- 0.929 Validation Loss: 0.26107702 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12505917 ---Validation accuracy:--- 0.93 Validation Loss: 0.2557662 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17567241 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24675933 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08517242 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26262265 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16895783 ---Validation accuracy:--- 0.937 Validation Loss: 0.23485819 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18504947 ---Validation accuracy:--- 0.938 Validation Loss: 0.23582745 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10972688 ---Validation accuracy:--- 0.9412 Validation Loss: 0.23680669 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14293978 ---Validation accuracy:--- 0.93 Validation Loss: 0.26775512 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10962405 ---Validation accuracy:--- 0.924 Validation Loss: 0.2727585 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12342594 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2635793 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.2132932 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27111197 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18543296 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2927811 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11368397 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27074027 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12447935 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24123839 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21018595 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24933794 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06542152 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23695083 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066251926 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23494844 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1667163 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24926099 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17397974 ---Validation accuracy:--- 0.929 Validation Loss: 0.2647984 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17276375 ---Validation accuracy:--- 0.937 Validation Loss: 0.24241504 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12246054 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2394184 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20565566 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24727593 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.18859822 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2596183 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17949261 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23677167 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.15421586 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23849766 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15110187 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23223414 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14767425 ---Validation accuracy:--- 0.937 Validation Loss: 0.23778994 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14874889 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2898961 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108139664 ---Validation accuracy:--- 0.93 Validation Loss: 0.25932246 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08485475 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25337335 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16628444 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27649418 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.24102464 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28462067 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22724675 ---Validation accuracy:--- 0.933 Validation Loss: 0.2513889 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15059274 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25210226 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14474857 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24959245 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21127266 ---Validation accuracy:--- 0.917 Validation Loss: 0.2888014 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1713018 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29766253 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.112007886 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24919353 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.23351109 ---Validation accuracy:--- 0.923 Validation Loss: 0.28051195 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061798815 ---Validation accuracy:--- 0.934 Validation Loss: 0.24305567 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19118705 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24831319 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15146343 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24454083 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1703562 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2413562 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24202447 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26096934 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09102642 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2508709 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15939371 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2393946 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058485344 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2643552 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13700138 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27098376 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2620466 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28222764 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12809107 ---Validation accuracy:--- 0.932 Validation Loss: 0.25392804 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12169411 ---Validation accuracy:--- 0.931 Validation Loss: 0.2564577 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13270599 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30719304 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17143714 ---Validation accuracy:--- 0.9172 Validation Loss: 0.28851667 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18287697 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2804608 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.085020944 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24966885 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13506207 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2478121 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10839664 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2831558 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10499372 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26940277 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.31842417 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26434752 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11395166 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27673393 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1988404 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2567432 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11745108 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24827525 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058212772 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24779688 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.047949247 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24072438 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14484613 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23836753 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13898544 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24867326 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10714538 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2483163 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040308885 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26355067 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10509068 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23509541 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052532542 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24147195 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11564213 ---Validation accuracy:--- 0.932 Validation Loss: 0.25049266 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22278003 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26624468 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20210776 ---Validation accuracy:--- 0.912 Validation Loss: 0.31947267 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13719897 ---Validation accuracy:--- 0.927 Validation Loss: 0.26104078 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.28096086 ---Validation accuracy:--- 0.904 Validation Loss: 0.33008304 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.18425854 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25656947 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.13051324 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26273775 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.20469658 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27113768 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077362984 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25271738 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15040013 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2620332 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13998005 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24179788 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.102824554 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23638852 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18580896 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631076 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16978599 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24126877 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14954889 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24810918 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13159956 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24289912 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10103063 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23325855 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10539907 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24223574 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.2230234 ---Validation accuracy:--- 0.924 Validation Loss: 0.2825081 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13457456 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2616002 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.28805685 ---Validation accuracy:--- 0.936 Validation Loss: 0.24355696 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10987108 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23403218 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22097024 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25578663 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07797931 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23310661 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13885786 ---Validation accuracy:--- 0.92 Validation Loss: 0.28518048 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.121656686 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25736466 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17893296 ---Validation accuracy:--- 0.907 Validation Loss: 0.32303905 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10663604 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23863156 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18157311 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23655103 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.26764137 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24675591 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13893852 ---Validation accuracy:--- 0.931 Validation Loss: 0.2573994 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07291609 ---Validation accuracy:--- 0.932 Validation Loss: 0.24837434 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033646308 ---Validation accuracy:--- 0.929 Validation Loss: 0.2574977 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.22279064 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24445161 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091580525 ---Validation accuracy:--- 0.935 Validation Loss: 0.23878855 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12387613 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25194874 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13491455 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24374673 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20346451 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2859842 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10595386 ---Validation accuracy:--- 0.932 Validation Loss: 0.24973586 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18078452 ---Validation accuracy:--- 0.9308 Validation Loss: 0.261807 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056001905 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2662847 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1190541 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24070662 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096145086 ---Validation accuracy:--- 0.934 Validation Loss: 0.25170246 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14717957 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2561719 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11159607 ---Validation accuracy:--- 0.936 Validation Loss: 0.24049473 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06843935 ---Validation accuracy:--- 0.932 Validation Loss: 0.25271344 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.049945496 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24124497 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11713806 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26043525 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12949488 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24060307 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09904171 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23577005 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.117872976 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27053976 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09910216 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25211644 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071854934 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26229957 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20629917 ---Validation accuracy:--- 0.934 Validation Loss: 0.24846369 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13868876 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26117095 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10159155 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2957109 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15247245 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24906726 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090379044 ---Validation accuracy:--- 0.929 Validation Loss: 0.26064894 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.121416844 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25323412 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1548269 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26479626 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10765492 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25575802 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08701026 ---Validation accuracy:--- 0.927 Validation Loss: 0.2643032 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23585655 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3452666 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15219983 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25868666 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09721576 ---Validation accuracy:--- 0.935 Validation Loss: 0.23708342 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17543177 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24942377 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16468616 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24627388 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09759815 ---Validation accuracy:--- 0.928 Validation Loss: 0.25548342 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14237316 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2460682 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05272952 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23558135 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.100917034 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2375428 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11423447 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2541407 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060742203 ---Validation accuracy:--- 0.929 Validation Loss: 0.26754874 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.114694364 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28820294 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16753688 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2560187 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17721024 ---Validation accuracy:--- 0.937 Validation Loss: 0.24253012 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.076646365 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2583474 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.17939208 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25551236 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.116948776 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25893608 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07064183 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24448898 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04948301 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24695967 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20837449 ---Validation accuracy:--- 0.932 Validation Loss: 0.24795078 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11760643 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2596477 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13231497 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24929374 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21096401 ---Validation accuracy:--- 0.927 Validation Loss: 0.27539408 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16913964 ---Validation accuracy:--- 0.9126 Validation Loss: 0.30612305 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12511347 ---Validation accuracy:--- 0.921 Validation Loss: 0.29748535 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16260135 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24538432 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0634342 ---Validation accuracy:--- 0.934 Validation Loss: 0.24319015 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1522314 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25647053 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06854911 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23458953 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091585025 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24758793 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26286238 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24906899 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21107177 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2659315 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11562876 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26165906 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14985801 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25561166 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.31336978 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24511391 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21096677 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25792676 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15548885 ---Validation accuracy:--- 0.8948 Validation Loss: 0.36411366 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23409691 ---Validation accuracy:--- 0.8784 Validation Loss: 0.43626982 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12675448 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2668117 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15056834 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26302296 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.075165756 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25184107 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.084814146 ---Validation accuracy:--- 0.935 Validation Loss: 0.24292138 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.19342601 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24369709 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18493836 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24671909 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18700904 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24283835 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1442113 ---Validation accuracy:--- 0.93 Validation Loss: 0.267476 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09012491 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23841448 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11191206 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25848618 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1559681 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25506166 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18466827 ---Validation accuracy:--- 0.922 Validation Loss: 0.27521607 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14939639 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2815028 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13489497 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2613963 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12719692 ---Validation accuracy:--- 0.932 Validation Loss: 0.26035824 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16887122 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25440237 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21764153 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2612186 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.11140705 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28787088 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07705219 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2684713 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1449437 ---Validation accuracy:--- 0.933 Validation Loss: 0.2563739 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15424904 ---Validation accuracy:--- 0.927 Validation Loss: 0.27366287 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11322264 ---Validation accuracy:--- 0.93 Validation Loss: 0.25764462 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12198417 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26229766 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12694454 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24348174 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054037124 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23750566 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09204216 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25216457 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07003659 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24133615 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08387602 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24151568 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11828413 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28434825 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21470276 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26588738 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1687246 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26105076 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12455283 ---Validation accuracy:--- 0.927 Validation Loss: 0.2609285 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21763378 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24813125 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13253024 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25018102 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06873271 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26358268 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05852914 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29363433 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11473972 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25093248 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16417086 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24992864 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24753773 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28334504 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07073795 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24110058 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13615239 ---Validation accuracy:--- 0.93 Validation Loss: 0.26536 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13405526 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549501 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1806292 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2480546 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23264702 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29332817 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18501349 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2847595 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.16573825 ---Validation accuracy:--- 0.932 Validation Loss: 0.25617218 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15724713 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2760537 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.086481735 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549812 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.123238705 ---Validation accuracy:--- 0.932 Validation Loss: 0.26380253 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10899815 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2549893 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13938548 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25472853 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15308185 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26140586 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14849642 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25696206 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16395466 ---Validation accuracy:--- 0.935 Validation Loss: 0.24049853 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1784596 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26968953 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15718491 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2518559 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11636315 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24791215 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1737399 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30916798 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.22165157 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3441999 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39052716 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27727953 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15748568 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3459885 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.25637403 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3317457 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24990134 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27455527 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19550934 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2622464 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1862458 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26902202 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2383988 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2475333 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13893953 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24043596 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21607842 ---Validation accuracy:--- 0.9372 Validation Loss: 0.25467122 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06580272 ---Validation accuracy:--- 0.9282 Validation Loss: 0.28336218 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10231632 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25822893 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18855782 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24999416 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13454661 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26405758 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0924922 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2559082 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14763251 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2538284 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06832921 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27138358 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.066593505 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28998455 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18804665 ---Validation accuracy:--- 0.93 Validation Loss: 0.2544143 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21656732 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2593183 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.17647034 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24765342 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19402531 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24577427 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.139596 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25444105 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16437362 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26971498 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10070732 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2865679 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07641198 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24427117 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12525433 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23594795 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13003889 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23991773 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.120850235 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24665315 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12153728 ---Validation accuracy:--- 0.936 Validation Loss: 0.2347266 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17801277 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24392197 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1265526 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23823349 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03411908 ---Validation accuracy:--- 0.936 Validation Loss: 0.23134023 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06435479 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24975 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.116281055 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29634246 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.270341 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26891732 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15103273 ---Validation accuracy:--- 0.923 Validation Loss: 0.27200463 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106638625 ---Validation accuracy:--- 0.929 Validation Loss: 0.24952158 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2265794 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28120118 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13292281 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26507437 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15943867 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2591534 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1250182 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2706217 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12794235 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2634373 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11609954 ---Validation accuracy:--- 0.919 Validation Loss: 0.28139496 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14254513 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2763838 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.22339101 ---Validation accuracy:--- 0.924 Validation Loss: 0.27000746 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0783605 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25784793 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08087625 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25645635 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.118927784 ---Validation accuracy:--- 0.936 Validation Loss: 0.23977979 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.089752026 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24793296 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06637439 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25332135 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07859793 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24226795 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073589675 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23777641 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14331074 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24781922 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12098231 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24202178 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11360381 ---Validation accuracy:--- 0.93 Validation Loss: 0.26883233 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16911677 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24923386 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09765728 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29149312 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18118863 ---Validation accuracy:--- 0.921 Validation Loss: 0.28919372 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09051565 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27523273 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.25074136 ---Validation accuracy:--- 0.923 Validation Loss: 0.26699522 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1640147 ---Validation accuracy:--- 0.932 Validation Loss: 0.24566047 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2412568 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27407134 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045280162 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2766604 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24250185 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28435802 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18395472 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26405 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12706725 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25404996 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2064155 ---Validation accuracy:--- 0.932 Validation Loss: 0.24927436 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16111617 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25651398 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3630525 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28599024 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.19972114 ---Validation accuracy:--- 0.928 Validation Loss: 0.26418218 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2997168 ---Validation accuracy:--- 0.935 Validation Loss: 0.24830796 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10840313 ---Validation accuracy:--- 0.933 Validation Loss: 0.25622243 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19860753 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25236693 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2635956 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26805773 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12992254 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2598227 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23722313 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25712067 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14747462 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2649315 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17767048 ---Validation accuracy:--- 0.93 Validation Loss: 0.2537225 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09540996 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25770113 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090164565 ---Validation accuracy:--- 0.932 Validation Loss: 0.24889505 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07732274 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24946001 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18961434 ---Validation accuracy:--- 0.93 Validation Loss: 0.25640392 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.084124655 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24233481 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18241897 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2762417 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18017389 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28458813 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18514496 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27948764 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18050319 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25094193 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09207218 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28875226 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15537916 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2862886 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07430772 ---Validation accuracy:--- 0.925 Validation Loss: 0.2836086 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.25039408 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2817543 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2793556 ---Validation accuracy:--- 0.934 Validation Loss: 0.25158978 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14575215 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24306005 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07316301 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23900546 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.072048776 ---Validation accuracy:--- 0.936 Validation Loss: 0.23973611 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1834638 ---Validation accuracy:--- 0.926 Validation Loss: 0.27278036 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16680045 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24448638 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110420495 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24050376 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.104714125 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2314987 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1468541 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2379718 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15439475 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24128902 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.25676277 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23895504 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1740713 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2426302 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08974617 ---Validation accuracy:--- 0.934 Validation Loss: 0.24814658 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14198416 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25786793 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18415715 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28499204 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08124294 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24293043 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17646633 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2810291 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05327525 ---Validation accuracy:--- 0.927 Validation Loss: 0.26283544 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04266186 ---Validation accuracy:--- 0.937 Validation Loss: 0.23894551 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11187458 ---Validation accuracy:--- 0.922 Validation Loss: 0.27294865 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08680038 ---Validation accuracy:--- 0.933 Validation Loss: 0.24805678 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08941633 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24052376 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053983666 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26809058 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10219781 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24238177 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13785753 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2558342 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12646027 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24761645 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1851717 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24805605 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12106287 ---Validation accuracy:--- 0.934 Validation Loss: 0.24205647 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12948117 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24809472 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12769942 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26211065 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3648218 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33015347 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12480358 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25162336 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04458165 ---Validation accuracy:--- 0.93 Validation Loss: 0.2682319 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18640159 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2542455 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12611657 ---Validation accuracy:--- 0.934 Validation Loss: 0.24910405 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2525022 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24986802 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08904272 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Loss: 0.10389467 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24006003 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13525 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2469293 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09477735 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26116735 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07019206 ---Validation accuracy:--- 0.931 Validation Loss: 0.26610214 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19938442 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26292232 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18054222 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24106944 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17409241 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27599818 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1755414 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2411725 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.121941835 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2550192 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15367247 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24894997 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10758662 ---Validation accuracy:--- 0.924 Validation Loss: 0.27163267 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040536962 ---Validation accuracy:--- 0.932 Validation Loss: 0.24806952 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.092640035 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25358316 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09939718 ---Validation accuracy:--- 0.928 Validation Loss: 0.2640774 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2249054 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25063148 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14033194 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25146857 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07584479 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27393872 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20294511 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23999493 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.20571917 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24989781 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11768326 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24708682 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14501642 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2535664 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.111576416 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2715392 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18745469 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28934512 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10930796 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2847564 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14797664 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25337353 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17921631 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25063714 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15638286 ---Validation accuracy:--- 0.924 Validation Loss: 0.29493585 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10601978 ---Validation accuracy:--- 0.919 Validation Loss: 0.2772273 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07874103 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26083407 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045495022 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25396523 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.108593024 ---Validation accuracy:--- 0.928 Validation Loss: 0.2789259 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08135631 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23889467 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.038211018 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25956547 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13621114 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24270222 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08707894 ---Validation accuracy:--- 0.9322 Validation Loss: 0.251067 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1928006 ---Validation accuracy:--- 0.9316 Validation Loss: 0.27053943 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17724536 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25523484 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.16935055 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2744851 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22046523 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2878313 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17716007 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2597539 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13715494 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24075195 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13938528 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27139577 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.066323765 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2651688 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07638258 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24434228 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15802962 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2560373 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12117876 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27956146 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2456218 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28766865 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.22112831 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25180307 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.099144936 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23797268 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26981077 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31289473 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21077096 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25712729 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13706812 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24408261 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18673146 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2724869 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14174902 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2635372 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09422778 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24706285 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1669054 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24536362 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.30716816 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24183887 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.113793045 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2489881 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08580287 ---Validation accuracy:--- 0.933 Validation Loss: 0.24519712 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16621178 ---Validation accuracy:--- 0.922 Validation Loss: 0.30241388 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15571739 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2598519 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06705552 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28776798 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10066053 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26347128 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14287463 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24845673 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18437569 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24369338 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11822472 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23601836 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17388552 ---Validation accuracy:--- 0.9304 Validation Loss: 0.250506 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22362186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2893934 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18307398 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25088695 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10172739 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25025204 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15958975 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2555319 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08913412 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24873456 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20083563 ---Validation accuracy:--- 0.9316 Validation Loss: 0.255825 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09710638 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26143196 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23266563 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23430032 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11151163 ---Validation accuracy:--- 0.927 Validation Loss: 0.25288278 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13614878 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2526459 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.2968367 ---Validation accuracy:--- 0.918 Validation Loss: 0.29364115 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18712807 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27372855 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23359168 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24466929 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13871442 ---Validation accuracy:--- 0.927 Validation Loss: 0.2668465 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0704231 ---Validation accuracy:--- 0.922 Validation Loss: 0.28520444 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15288395 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25755545 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08687207 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24309756 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21046 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32261705 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21183403 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32575807 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.51982254 ---Validation accuracy:--- 0.817 Validation Loss: 0.74186295 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.440726 ---Validation accuracy:--- 0.885 Validation Loss: 0.40268955 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.123223126 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3148748 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13768157 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25980732 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23713417 ---Validation accuracy:--- 0.919 Validation Loss: 0.28861862 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15224394 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2679205 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.24307339 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26027057 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18775673 ---Validation accuracy:--- 0.925 Validation Loss: 0.27211866 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12617101 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25340122 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056898814 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26480904 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.107548036 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2586559 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11932911 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2658515 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17580153 ---Validation accuracy:--- 0.932 Validation Loss: 0.26130116 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07039323 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29998395 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19824064 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26921386 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08679441 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24871552 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07873635 ---Validation accuracy:--- 0.937 Validation Loss: 0.2449747 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07055014 ---Validation accuracy:--- 0.934 Validation Loss: 0.25530905 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21676698 ---Validation accuracy:--- 0.928 Validation Loss: 0.27315846 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2675739 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2400191 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20923336 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2493938 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12112158 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22944924 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23415047 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2409411 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11832712 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23881534 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14542872 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24113752 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26387456 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23898894 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30476448 ---Validation accuracy:--- 0.9 Validation Loss: 0.36930785 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18087955 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2635937 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.26992676 ---Validation accuracy:--- 0.937 Validation Loss: 0.23759598 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.20471165 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26430345 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06781458 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25629964 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16148375 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23816904 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.11813229 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24233943 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19695342 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2516668 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1832487 ---Validation accuracy:--- 0.924 Validation Loss: 0.27781433 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23782448 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25259072 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09513216 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2450565 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2726277 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25837862 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14302129 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25455862 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.108437784 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24317543 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083408125 ---Validation accuracy:--- 0.926 Validation Loss: 0.25574145 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096061856 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25096312 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10609447 ---Validation accuracy:--- 0.936 Validation Loss: 0.24236289 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09305956 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26797292 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.5219642 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4647014 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.19704598 ---Validation accuracy:--- 0.929 Validation Loss: 0.27637076 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12662807 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23784451 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09689831 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23448189 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13360198 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2528168 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13480373 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23996179 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13418694 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24847461 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.153408 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24230717 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07146488 ---Validation accuracy:--- 0.939 Validation Loss: 0.23370332 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18788166 ---Validation accuracy:--- 0.933 Validation Loss: 0.24805805 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12657112 ---Validation accuracy:--- 0.933 Validation Loss: 0.24259849 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09277285 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23769324 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08609548 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24712281 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13559164 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24207473 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14494325 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23742022 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15717347 ---Validation accuracy:--- 0.9296 Validation Loss: 0.255722 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20396347 ---Validation accuracy:--- 0.9356 Validation Loss: 0.25031203 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19404334 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24841133 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08209829 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25679138 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13326092 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24567546 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13397099 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25821564 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057063084 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24007563 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12622443 ---Validation accuracy:--- 0.93 Validation Loss: 0.259052 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12137055 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26247048 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14744417 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25221005 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15893799 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2998582 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1349998 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25580302 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0907416 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23937559 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21633108 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26398066 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06359987 ---Validation accuracy:--- 0.928 Validation Loss: 0.25937444 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16714035 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23981404 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15691094 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2768527 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14061669 ---Validation accuracy:--- 0.928 Validation Loss: 0.26520845 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06169837 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27089673 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16203862 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2727661 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1441183 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28119564 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30230272 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31030738 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.084266976 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28607684 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10041216 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23329297 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17920868 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24244586 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05098097 ---Validation accuracy:--- 0.9168 Validation Loss: 0.28623897 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.20733252 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26028565 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.09037928 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23422115 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22047466 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23462392 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19129492 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27698892 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15240394 ---Validation accuracy:--- 0.937 Validation Loss: 0.24198073 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18473496 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27213928 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22012499 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2702154 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14973597 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2707855 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.27945054 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37720454 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.38392842 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29455253 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09899622 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24468362 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11809591 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2357003 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11687893 ---Validation accuracy:--- 0.935 Validation Loss: 0.24474463 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090236455 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24106328 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.119467795 ---Validation accuracy:--- 0.934 Validation Loss: 0.24569026 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18620591 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2379862 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2674972 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2639877 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09587556 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24663843 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06406513 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24478008 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17120259 ---Validation accuracy:--- 0.932 Validation Loss: 0.2605802 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.121212445 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27363673 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.15411468 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37356275 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21821716 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24616516 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14518219 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23945186 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.16681723 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27596247 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24682488 ---Validation accuracy:--- 0.936 Validation Loss: 0.24259791 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15447108 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24961944 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09946493 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25341272 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09153059 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24903403 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2624805 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27932426 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15795125 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2895947 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0830832 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24575889 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17765003 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27620643 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24111137 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30244663 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10947039 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23798433 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07379658 ---Validation accuracy:--- 0.9344 Validation Loss: 0.252246 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08411745 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24574405 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18324319 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24227378 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.27302116 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25049835 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12252194 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23667158 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15526699 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24214697 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07043471 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23620586 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.119376324 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25154874 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13267499 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25196868 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16223866 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25264898 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.055023912 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24922082 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09001364 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24687944 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12648758 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2520762 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19063607 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25660312 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14397007 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28346783 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06900253 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2482146 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.076521434 ---Validation accuracy:--- 0.932 Validation Loss: 0.25879493 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14677233 ---Validation accuracy:--- 0.936 Validation Loss: 0.24006206 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11779636 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25397918 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0873365 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24039128 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.104355335 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23971018 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.2894025 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2949085 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16218537 ---Validation accuracy:--- 0.923 Validation Loss: 0.28254575 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.26579198 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25250602 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14280325 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25691792 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.27651045 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30492267 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12578651 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25692326 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.054750767 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26775256 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2006793 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23921072 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09237041 ---Validation accuracy:--- 0.933 Validation Loss: 0.25177675 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13189131 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26985937 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.081092924 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2646617 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1391724 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24902764 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10955176 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24709736 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08323001 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24607356 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2291447 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2671925 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1395081 ---Validation accuracy:--- 0.928 Validation Loss: 0.27094123 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1470443 ---Validation accuracy:--- 0.929 Validation Loss: 0.26052433 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05922237 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25747535 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.26318872 ---Validation accuracy:--- 0.933 Validation Loss: 0.24711391 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.082479715 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24399409 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1980471 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2506225 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14209378 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24028268 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.086495206 ---Validation accuracy:--- 0.931 Validation Loss: 0.27166644 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13483115 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25941023 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07718634 ---Validation accuracy:--- 0.935 Validation Loss: 0.24344204 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13844568 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26704794 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.38956055 ---Validation accuracy:--- 0.8814 Validation Loss: 0.415458 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20369127 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27133906 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.141866 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2516441 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11800793 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26233917 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1124054 ---Validation accuracy:--- 0.929 Validation Loss: 0.26781753 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12021151 ---Validation accuracy:--- 0.931 Validation Loss: 0.2555571 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090963975 ---Validation accuracy:--- 0.927 Validation Loss: 0.26309282 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07988362 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24610607 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1982103 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25379607 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17185597 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24748965 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12341633 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26623514 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07738452 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2603723 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10101184 ---Validation accuracy:--- 0.938 Validation Loss: 0.23223199 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11399495 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25107953 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.282174 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30042022 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.22784382 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28965387 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15365636 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24231929 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16481715 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25423345 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15773427 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24937515 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1197073 ---Validation accuracy:--- 0.9368 Validation Loss: 0.25186852 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10993515 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24700366 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022137813 ---Validation accuracy:--- 0.931 Validation Loss: 0.25922152 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06836472 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2466743 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16784315 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23860742 Wall time: 1min 41s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.95 Average Training Loss: 0.16784315 Average Validation Accuracy: 0.9366 Average Validation Loss: 0.23860742
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.224299 ---Validation accuracy:--- 0.114 Validation Loss: 2.277481 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1850417 ---Validation accuracy:--- 0.164 Validation Loss: 2.2291486 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1468143 ---Validation accuracy:--- 0.1736 Validation Loss: 2.1708136 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.037787 ---Validation accuracy:--- 0.2794 Validation Loss: 2.0798 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.8895535 ---Validation accuracy:--- 0.378 Validation Loss: 1.9703861 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.7285556 ---Validation accuracy:--- 0.3674 Validation Loss: 1.9137049 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.9468378 ---Validation accuracy:--- 0.2028 Validation Loss: 2.0504744 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.3574073 ---Validation accuracy:--- 0.2166 Validation Loss: 2.5413537 Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.351458 ---Validation accuracy:--- 0.189 Validation Loss: 2.3714476 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.245111 ---Validation accuracy:--- 0.1648 Validation Loss: 2.258773 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1335812 ---Validation accuracy:--- 0.2156 Validation Loss: 2.190581 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1028345 ---Validation accuracy:--- 0.338 Validation Loss: 2.087778 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9675412 ---Validation accuracy:--- 0.3698 Validation Loss: 1.9621266 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.7271978 ---Validation accuracy:--- 0.3902 Validation Loss: 1.80416 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5770314 ---Validation accuracy:--- 0.322 Validation Loss: 1.7052314 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.6302298 ---Validation accuracy:--- 0.4262 Validation Loss: 1.6111611 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8650528 ---Validation accuracy:--- 0.2052 Validation Loss: 2.0265372 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0898201 ---Validation accuracy:--- 0.2932 Validation Loss: 2.1087852 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 2.062222 ---Validation accuracy:--- 0.328 Validation Loss: 2.4158185 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9240118 ---Validation accuracy:--- 0.247 Validation Loss: 2.1013174 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8805615 ---Validation accuracy:--- 0.3786 Validation Loss: 1.905748 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.5520309 ---Validation accuracy:--- 0.3856 Validation Loss: 1.7779727 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7111331 ---Validation accuracy:--- 0.42 Validation Loss: 1.6943859 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6363487 ---Validation accuracy:--- 0.4312 Validation Loss: 1.615414 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.3385513 ---Validation accuracy:--- 0.4728 Validation Loss: 1.5472507 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.3552142 ---Validation accuracy:--- 0.4976 Validation Loss: 1.4682982 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2729551 ---Validation accuracy:--- 0.5356 Validation Loss: 1.398316 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1117517 ---Validation accuracy:--- 0.5166 Validation Loss: 1.3540372 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2831906 ---Validation accuracy:--- 0.5774 Validation Loss: 1.3223692 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4427772 ---Validation accuracy:--- 0.452 Validation Loss: 1.4951134 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8999863 ---Validation accuracy:--- 0.4382 Validation Loss: 1.9968363 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8084341 ---Validation accuracy:--- 0.4674 Validation Loss: 1.7293332 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.9752855 ---Validation accuracy:--- 0.3424 Validation Loss: 2.0567214 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7347479 ---Validation accuracy:--- 0.4184 Validation Loss: 1.7359805 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6085713 ---Validation accuracy:--- 0.346 Validation Loss: 1.6940734 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8008966 ---Validation accuracy:--- 0.3806 Validation Loss: 1.704246 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.5538639 ---Validation accuracy:--- 0.5252 Validation Loss: 1.5307373 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.4387469 ---Validation accuracy:--- 0.453 Validation Loss: 1.4720737 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.3164792 ---Validation accuracy:--- 0.5572 Validation Loss: 1.3874164 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.393516 ---Validation accuracy:--- 0.5224 Validation Loss: 1.3260263 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1099021 ---Validation accuracy:--- 0.5626 Validation Loss: 1.2899328 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1378918 ---Validation accuracy:--- 0.5064 Validation Loss: 1.2786728 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1395872 ---Validation accuracy:--- 0.4364 Validation Loss: 1.4639269 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.1987816 ---Validation accuracy:--- 0.4922 Validation Loss: 1.3843206 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.2029512 ---Validation accuracy:--- 0.5878 Validation Loss: 1.2339678 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.99178296 ---Validation accuracy:--- 0.6306 Validation Loss: 1.152618 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.97326446 ---Validation accuracy:--- 0.6332 Validation Loss: 1.1079785 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0685902 ---Validation accuracy:--- 0.5332 Validation Loss: 1.2653832 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2316852 ---Validation accuracy:--- 0.5228 Validation Loss: 1.3765159 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7424158 ---Validation accuracy:--- 0.3746 Validation Loss: 1.7142472 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.6005594 ---Validation accuracy:--- 0.4812 Validation Loss: 1.5313259 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1933829 ---Validation accuracy:--- 0.5668 Validation Loss: 1.3471396 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.2785406 ---Validation accuracy:--- 0.5608 Validation Loss: 1.3181003 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2975098 ---Validation accuracy:--- 0.5676 Validation Loss: 1.3144491 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.0859201 ---Validation accuracy:--- 0.576 Validation Loss: 1.2013006 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0622835 ---Validation accuracy:--- 0.6802 Validation Loss: 1.0668457 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.82437915 ---Validation accuracy:--- 0.6912 Validation Loss: 1.0261484 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.8909222 ---Validation accuracy:--- 0.666 Validation Loss: 0.9666092 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8432402 ---Validation accuracy:--- 0.669 Validation Loss: 1.0217973 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.049323 ---Validation accuracy:--- 0.6354 Validation Loss: 0.99626887 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7442235 ---Validation accuracy:--- 0.7486 Validation Loss: 0.84944034 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.7343692 ---Validation accuracy:--- 0.739 Validation Loss: 0.8288753 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6630227 ---Validation accuracy:--- 0.7282 Validation Loss: 0.90366423 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.73735183 ---Validation accuracy:--- 0.6878 Validation Loss: 0.91619754 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0119619 ---Validation accuracy:--- 0.6264 Validation Loss: 1.144999 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.4053422 ---Validation accuracy:--- 0.4726 Validation Loss: 1.5712131 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2476085 ---Validation accuracy:--- 0.4638 Validation Loss: 1.4642115 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1519238 ---Validation accuracy:--- 0.5498 Validation Loss: 1.2858101 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0427874 ---Validation accuracy:--- 0.5874 Validation Loss: 1.188911 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8903653 ---Validation accuracy:--- 0.7058 Validation Loss: 0.96942425 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7234255 ---Validation accuracy:--- 0.7632 Validation Loss: 0.83384275 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5655195 ---Validation accuracy:--- 0.7628 Validation Loss: 0.7768922 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.62957394 ---Validation accuracy:--- 0.7938 Validation Loss: 0.71357316 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.78454036 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6588262 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.71056914 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7129367 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.83452606 ---Validation accuracy:--- 0.7942 Validation Loss: 0.65609765 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.51803315 ---Validation accuracy:--- 0.8082 Validation Loss: 0.63281846 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4946314 ---Validation accuracy:--- 0.7918 Validation Loss: 0.6980288 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.556735 ---Validation accuracy:--- 0.7644 Validation Loss: 0.72399706 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.69755673 ---Validation accuracy:--- 0.7062 Validation Loss: 0.8942694 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7904431 ---Validation accuracy:--- 0.719 Validation Loss: 0.83475363 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8358031 ---Validation accuracy:--- 0.7534 Validation Loss: 0.76505625 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67050326 ---Validation accuracy:--- 0.7862 Validation Loss: 0.67405754 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5420686 ---Validation accuracy:--- 0.7868 Validation Loss: 0.6787045 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4326143 ---Validation accuracy:--- 0.7422 Validation Loss: 0.77939725 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6737456 ---Validation accuracy:--- 0.6748 Validation Loss: 0.9440828 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.9944249 ---Validation accuracy:--- 0.6074 Validation Loss: 1.1581997 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67208296 ---Validation accuracy:--- 0.7538 Validation Loss: 0.74661446 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43474138 ---Validation accuracy:--- 0.8208 Validation Loss: 0.60414743 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5795785 ---Validation accuracy:--- 0.8334 Validation Loss: 0.6007333 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48611808 ---Validation accuracy:--- 0.8074 Validation Loss: 0.60759294 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.68638337 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6797536 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6788821 ---Validation accuracy:--- 0.7358 Validation Loss: 0.77326035 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.9531166 ---Validation accuracy:--- 0.7166 Validation Loss: 0.8004992 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.58620894 ---Validation accuracy:--- 0.7808 Validation Loss: 0.6550469 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4617804 ---Validation accuracy:--- 0.7848 Validation Loss: 0.66035086 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.48959947 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5813487 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3465854 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5313002 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3423918 ---Validation accuracy:--- 0.8142 Validation Loss: 0.6344272 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5739487 ---Validation accuracy:--- 0.7836 Validation Loss: 0.6446044 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.40415192 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6752203 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.71243894 ---Validation accuracy:--- 0.772 Validation Loss: 0.6802644 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6545277 ---Validation accuracy:--- 0.7344 Validation Loss: 0.7727565 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58797204 ---Validation accuracy:--- 0.722 Validation Loss: 0.79903054 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6188657 ---Validation accuracy:--- 0.7964 Validation Loss: 0.6501792 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31800774 ---Validation accuracy:--- 0.8418 Validation Loss: 0.5350018 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.57083887 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5809124 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36186695 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5317371 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.45942822 ---Validation accuracy:--- 0.8198 Validation Loss: 0.5536545 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5762586 ---Validation accuracy:--- 0.8166 Validation Loss: 0.5945575 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5215092 ---Validation accuracy:--- 0.835 Validation Loss: 0.55662984 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48486122 ---Validation accuracy:--- 0.8228 Validation Loss: 0.58197707 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39526176 ---Validation accuracy:--- 0.866 Validation Loss: 0.4705545 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39221925 ---Validation accuracy:--- 0.8668 Validation Loss: 0.45107755 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21949646 ---Validation accuracy:--- 0.855 Validation Loss: 0.47899342 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2527299 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4598592 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37806404 ---Validation accuracy:--- 0.8372 Validation Loss: 0.54016286 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45069107 ---Validation accuracy:--- 0.8148 Validation Loss: 0.56139845 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3047143 ---Validation accuracy:--- 0.8444 Validation Loss: 0.52513486 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.53047836 ---Validation accuracy:--- 0.8348 Validation Loss: 0.5216257 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.390949 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5218393 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47247162 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5173587 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.51026845 ---Validation accuracy:--- 0.8078 Validation Loss: 0.5863882 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.65617526 ---Validation accuracy:--- 0.779 Validation Loss: 0.720157 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43022415 ---Validation accuracy:--- 0.8264 Validation Loss: 0.5516729 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3047054 ---Validation accuracy:--- 0.8672 Validation Loss: 0.45945692 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23370251 ---Validation accuracy:--- 0.8672 Validation Loss: 0.45186192 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22417824 ---Validation accuracy:--- 0.8412 Validation Loss: 0.5524409 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.3802305 ---Validation accuracy:--- 0.8494 Validation Loss: 0.49680167 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2919198 ---Validation accuracy:--- 0.8584 Validation Loss: 0.47534648 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38102713 ---Validation accuracy:--- 0.874 Validation Loss: 0.44681123 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.38381195 ---Validation accuracy:--- 0.8318 Validation Loss: 0.5361614 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.51486087 ---Validation accuracy:--- 0.8438 Validation Loss: 0.52170813 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36121657 ---Validation accuracy:--- 0.8734 Validation Loss: 0.43047157 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28515023 ---Validation accuracy:--- 0.8654 Validation Loss: 0.44067627 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4028407 ---Validation accuracy:--- 0.8418 Validation Loss: 0.49308985 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5322634 ---Validation accuracy:--- 0.8344 Validation Loss: 0.52166706 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3706511 ---Validation accuracy:--- 0.8636 Validation Loss: 0.44648224 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2474575 ---Validation accuracy:--- 0.8442 Validation Loss: 0.5083535 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.307109 ---Validation accuracy:--- 0.8754 Validation Loss: 0.42859942 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34172907 ---Validation accuracy:--- 0.7838 Validation Loss: 0.68807065 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8721054 ---Validation accuracy:--- 0.7432 Validation Loss: 0.78496915 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7322632 ---Validation accuracy:--- 0.6652 Validation Loss: 0.9311935 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.79384065 ---Validation accuracy:--- 0.7852 Validation Loss: 0.64947665 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43599302 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45131826 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27618098 ---Validation accuracy:--- 0.8754 Validation Loss: 0.42681327 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31029904 ---Validation accuracy:--- 0.8614 Validation Loss: 0.44897363 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.15798287 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42354962 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.30624112 ---Validation accuracy:--- 0.861 Validation Loss: 0.45394585 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4517723 ---Validation accuracy:--- 0.8432 Validation Loss: 0.51065725 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6240749 ---Validation accuracy:--- 0.8096 Validation Loss: 0.60652363 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27092946 ---Validation accuracy:--- 0.8536 Validation Loss: 0.4982664 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48311645 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5444624 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2831565 ---Validation accuracy:--- 0.863 Validation Loss: 0.4705051 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28167135 ---Validation accuracy:--- 0.8718 Validation Loss: 0.43763715 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15212111 ---Validation accuracy:--- 0.873 Validation Loss: 0.43776026 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30256975 ---Validation accuracy:--- 0.8772 Validation Loss: 0.41654152 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2481084 ---Validation accuracy:--- 0.8726 Validation Loss: 0.42994976 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30307287 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4096792 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3000951 ---Validation accuracy:--- 0.8882 Validation Loss: 0.37994754 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16932118 ---Validation accuracy:--- 0.88 Validation Loss: 0.39603627 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35077608 ---Validation accuracy:--- 0.8746 Validation Loss: 0.41931075 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.401078 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4261203 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22186619 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4201837 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29356292 ---Validation accuracy:--- 0.8682 Validation Loss: 0.42217207 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3279692 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40044922 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2277834 ---Validation accuracy:--- 0.8474 Validation Loss: 0.4990584 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4685993 ---Validation accuracy:--- 0.8288 Validation Loss: 0.5873371 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.41115218 ---Validation accuracy:--- 0.799 Validation Loss: 0.6281365 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.482024 ---Validation accuracy:--- 0.843 Validation Loss: 0.50486964 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39571416 ---Validation accuracy:--- 0.8614 Validation Loss: 0.46000448 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3512449 ---Validation accuracy:--- 0.8644 Validation Loss: 0.44137082 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18444245 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40998843 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.3915621 ---Validation accuracy:--- 0.8764 Validation Loss: 0.4051424 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2995889 ---Validation accuracy:--- 0.8408 Validation Loss: 0.522756 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2460067 ---Validation accuracy:--- 0.8718 Validation Loss: 0.42909527 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24695545 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41405234 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3286637 ---Validation accuracy:--- 0.8846 Validation Loss: 0.3754086 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20651089 ---Validation accuracy:--- 0.8662 Validation Loss: 0.4529625 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35211504 ---Validation accuracy:--- 0.8672 Validation Loss: 0.41310844 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24502705 ---Validation accuracy:--- 0.8746 Validation Loss: 0.43212128 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2383048 ---Validation accuracy:--- 0.8894 Validation Loss: 0.37540635 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20883888 ---Validation accuracy:--- 0.884 Validation Loss: 0.39548323 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39925483 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4640887 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3664003 ---Validation accuracy:--- 0.8716 Validation Loss: 0.40361157 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2329372 ---Validation accuracy:--- 0.871 Validation Loss: 0.41623822 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26132682 ---Validation accuracy:--- 0.896 Validation Loss: 0.3789516 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2549471 ---Validation accuracy:--- 0.8694 Validation Loss: 0.47090963 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39265212 ---Validation accuracy:--- 0.8798 Validation Loss: 0.41740894 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29355046 ---Validation accuracy:--- 0.8764 Validation Loss: 0.409051 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4218817 ---Validation accuracy:--- 0.8468 Validation Loss: 0.4685582 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36860985 ---Validation accuracy:--- 0.881 Validation Loss: 0.40112534 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3926073 ---Validation accuracy:--- 0.8808 Validation Loss: 0.39443085 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24268204 ---Validation accuracy:--- 0.889 Validation Loss: 0.37360117 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26810154 ---Validation accuracy:--- 0.8904 Validation Loss: 0.36996758 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30391526 ---Validation accuracy:--- 0.872 Validation Loss: 0.42681152 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25458992 ---Validation accuracy:--- 0.8488 Validation Loss: 0.4825632 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3069585 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4091013 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2736976 ---Validation accuracy:--- 0.8792 Validation Loss: 0.40199062 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22496583 ---Validation accuracy:--- 0.8764 Validation Loss: 0.42699355 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24877323 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4110164 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23287506 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4568623 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.51362896 ---Validation accuracy:--- 0.8296 Validation Loss: 0.5707374 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8938373 ---Validation accuracy:--- 0.682 Validation Loss: 1.0384427 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5975427 ---Validation accuracy:--- 0.7636 Validation Loss: 0.7348702 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38276097 ---Validation accuracy:--- 0.815 Validation Loss: 0.5853885 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41676062 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5482807 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2643288 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42092404 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35676938 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39115453 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18618073 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35565075 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22985262 ---Validation accuracy:--- 0.881 Validation Loss: 0.40539455 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36084145 ---Validation accuracy:--- 0.8592 Validation Loss: 0.49183887 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4643683 ---Validation accuracy:--- 0.8782 Validation Loss: 0.43562675 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19984935 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36502096 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22336577 ---Validation accuracy:--- 0.889 Validation Loss: 0.37467524 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28479958 ---Validation accuracy:--- 0.8624 Validation Loss: 0.47937378 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60611326 ---Validation accuracy:--- 0.8582 Validation Loss: 0.45853814 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3523146 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38983843 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.40630257 ---Validation accuracy:--- 0.8852 Validation Loss: 0.38623515 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30517736 ---Validation accuracy:--- 0.889 Validation Loss: 0.393671 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21821547 ---Validation accuracy:--- 0.9014 Validation Loss: 0.34576744 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29786044 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4096783 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23352325 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39122942 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38124183 ---Validation accuracy:--- 0.8674 Validation Loss: 0.4545425 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2846422 ---Validation accuracy:--- 0.8796 Validation Loss: 0.41522706 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22233742 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36112922 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3953754 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36878908 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.33900928 ---Validation accuracy:--- 0.875 Validation Loss: 0.43717042 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31729168 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45466512 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23135784 ---Validation accuracy:--- 0.893 Validation Loss: 0.38543382 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2926938 ---Validation accuracy:--- 0.8876 Validation Loss: 0.37695467 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26926386 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3863501 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35198098 ---Validation accuracy:--- 0.8822 Validation Loss: 0.41041684 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23773862 ---Validation accuracy:--- 0.8836 Validation Loss: 0.38448942 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32241645 ---Validation accuracy:--- 0.87 Validation Loss: 0.44103876 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26852337 ---Validation accuracy:--- 0.8884 Validation Loss: 0.37742496 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2751093 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3598004 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20552388 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34364432 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4197933 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3887234 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.40889224 ---Validation accuracy:--- 0.896 Validation Loss: 0.3497587 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20697364 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35013092 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.43026176 ---Validation accuracy:--- 0.8434 Validation Loss: 0.55055493 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27412254 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38297558 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18132927 ---Validation accuracy:--- 0.8932 Validation Loss: 0.365826 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17345089 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35603198 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14910711 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33952466 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2115834 ---Validation accuracy:--- 0.8916 Validation Loss: 0.37571695 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.45670745 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4155018 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2893298 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38291037 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18917207 ---Validation accuracy:--- 0.8622 Validation Loss: 0.4453228 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3919323 ---Validation accuracy:--- 0.8832 Validation Loss: 0.39594302 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25944304 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3588074 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17690247 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33586493 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32489058 ---Validation accuracy:--- 0.861 Validation Loss: 0.45297813 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27024618 ---Validation accuracy:--- 0.8908 Validation Loss: 0.37365338 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25670213 ---Validation accuracy:--- 0.897 Validation Loss: 0.3556262 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32904464 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3442205 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17671667 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3323793 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1538175 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32291996 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4600431 ---Validation accuracy:--- 0.8816 Validation Loss: 0.40073755 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15827255 ---Validation accuracy:--- 0.905 Validation Loss: 0.32964328 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46212664 ---Validation accuracy:--- 0.8274 Validation Loss: 0.5708337 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40398988 ---Validation accuracy:--- 0.8592 Validation Loss: 0.48273858 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24165958 ---Validation accuracy:--- 0.8916 Validation Loss: 0.36479554 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24428459 ---Validation accuracy:--- 0.8648 Validation Loss: 0.45327997 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26904315 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37367123 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3982449 ---Validation accuracy:--- 0.8618 Validation Loss: 0.4501998 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3134912 ---Validation accuracy:--- 0.8816 Validation Loss: 0.39761767 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.38477814 ---Validation accuracy:--- 0.88 Validation Loss: 0.40006083 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16569301 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35158134 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22161594 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3256587 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32487938 ---Validation accuracy:--- 0.8664 Validation Loss: 0.43218017 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2314846 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35621 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30831835 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45391524 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29039583 ---Validation accuracy:--- 0.892 Validation Loss: 0.35499805 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1631809 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34509313 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3665536 ---Validation accuracy:--- 0.8774 Validation Loss: 0.38928297 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21815124 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35114127 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30257967 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33701932 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27191 ---Validation accuracy:--- 0.897 Validation Loss: 0.34198275 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20188774 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4397066 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22952932 ---Validation accuracy:--- 0.9 Validation Loss: 0.33522588 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20123729 ---Validation accuracy:--- 0.9046 Validation Loss: 0.32881606 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21930115 ---Validation accuracy:--- 0.8888 Validation Loss: 0.35510904 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2588238 ---Validation accuracy:--- 0.8636 Validation Loss: 0.42458045 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3045582 ---Validation accuracy:--- 0.8704 Validation Loss: 0.41117066 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2616708 ---Validation accuracy:--- 0.8888 Validation Loss: 0.37995148 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21605152 ---Validation accuracy:--- 0.8696 Validation Loss: 0.43857008 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23783918 ---Validation accuracy:--- 0.8736 Validation Loss: 0.42490968 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32995147 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36346272 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27640024 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36029935 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27283904 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3480194 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2502705 ---Validation accuracy:--- 0.8954 Validation Loss: 0.34318215 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28255758 ---Validation accuracy:--- 0.8954 Validation Loss: 0.35822383 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29094836 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37576684 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2930558 ---Validation accuracy:--- 0.8996 Validation Loss: 0.34487125 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19184455 ---Validation accuracy:--- 0.904 Validation Loss: 0.32570258 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23064804 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30936885 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16706166 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2924058 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33396417 ---Validation accuracy:--- 0.899 Validation Loss: 0.34835234 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.289055 ---Validation accuracy:--- 0.904 Validation Loss: 0.3308957 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.30221012 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0.254802 ---Validation accuracy:--- 0.855 Validation Loss: 0.45934844 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38156927 ---Validation accuracy:--- 0.854 Validation Loss: 0.47200537 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22047697 ---Validation accuracy:--- 0.895 Validation Loss: 0.36606812 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26686564 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3818878 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.35291633 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32738695 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19326085 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33406016 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2715662 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3641793 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31259292 ---Validation accuracy:--- 0.873 Validation Loss: 0.45356044 Epoch: 0 ---Training accuracy:--- 0.87 Training 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Training Loss: 0.22286029 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34467527 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16446453 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31830323 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30848002 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4275677 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19742687 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3860573 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17670262 ---Validation accuracy:--- 0.9004 Validation Loss: 0.34520474 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26879898 ---Validation accuracy:--- 0.906 Validation Loss: 0.3281189 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.16192839 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37608573 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2540945 ---Validation accuracy:--- 0.887 Validation Loss: 0.36957875 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19059426 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3545687 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14264332 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31087273 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28524584 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3606511 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29472008 ---Validation accuracy:--- 0.887 Validation Loss: 0.38536862 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16995096 ---Validation accuracy:--- 0.8864 Validation Loss: 0.37601647 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30569977 ---Validation accuracy:--- 0.911 Validation Loss: 0.31318375 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17763157 ---Validation accuracy:--- 0.894 Validation Loss: 0.35426134 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2862914 ---Validation accuracy:--- 0.8958 Validation Loss: 0.36756015 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1064513 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3749658 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13956638 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29353485 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23316002 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3144402 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16097112 ---Validation accuracy:--- 0.9118 Validation Loss: 0.310804 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21528965 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3684759 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18282047 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3474355 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.1302989 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3341785 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16434413 ---Validation accuracy:--- 0.9118 Validation Loss: 0.30490142 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35837996 ---Validation accuracy:--- 0.8952 Validation Loss: 0.35709986 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2139458 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31412655 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3478567 ---Validation accuracy:--- 0.8812 Validation Loss: 0.41106924 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4126278 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38707158 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28748444 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3905034 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20779945 ---Validation accuracy:--- 0.9066 Validation Loss: 0.32196918 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20004398 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29889965 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35658863 ---Validation accuracy:--- 0.919 Validation Loss: 0.29159907 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14497992 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30646014 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19282356 ---Validation accuracy:--- 0.917 Validation Loss: 0.30042392 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15351164 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3075523 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18676361 ---Validation accuracy:--- 0.9082 Validation Loss: 0.31701082 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3671921 ---Validation accuracy:--- 0.914 Validation Loss: 0.29404014 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22114843 ---Validation accuracy:--- 0.9008 Validation Loss: 0.32977295 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2973635 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3716156 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23088385 ---Validation accuracy:--- 0.909 Validation 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Validation Loss: 0.31388783 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12037919 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30867335 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2014709 ---Validation accuracy:--- 0.907 Validation Loss: 0.3164413 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19847055 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32145777 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32778418 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32203418 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20986228 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3187185 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18423755 ---Validation accuracy:--- 0.905 Validation Loss: 0.31808916 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17468405 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3146646 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.1903089 ---Validation accuracy:--- 0.8896 Validation Loss: 0.36777025 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23693822 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32728368 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24370699 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32842857 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30612195 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2925431 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2055844 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30821368 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27041262 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3036147 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18227714 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3005801 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27085412 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30298272 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06869867 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27707413 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31739488 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32030478 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14873156 ---Validation accuracy:--- 0.9114 Validation Loss: 0.30770203 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14809465 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31570613 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12158697 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34035322 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19985262 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3340042 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22334507 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2872614 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24395396 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34567398 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.202179 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31428778 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25885296 ---Validation accuracy:--- 0.8982 Validation Loss: 0.32944167 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19133808 ---Validation accuracy:--- 0.904 Validation Loss: 0.36089405 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.105181105 ---Validation accuracy:--- 0.915 Validation Loss: 0.30021143 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1510633 ---Validation accuracy:--- 0.899 Validation Loss: 0.3413288 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12471253 ---Validation accuracy:--- 0.911 Validation Loss: 0.31902137 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17348726 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29640642 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34621528 ---Validation accuracy:--- 0.9014 Validation Loss: 0.32676914 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21410443 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30364317 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.235596 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32605815 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19011661 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33707467 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14899446 ---Validation accuracy:--- 0.914 Validation Loss: 0.3036941 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21114746 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3127631 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15979788 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2954872 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2845002 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31535968 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07080209 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29608825 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3489934 ---Validation accuracy:--- 0.91 Validation Loss: 0.31738317 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23059838 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32635713 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15101577 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29388276 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26705593 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34922197 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23874658 ---Validation accuracy:--- 0.9032 Validation Loss: 0.32982764 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35453588 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30537704 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13346225 ---Validation accuracy:--- 0.9022 Validation Loss: 0.33394524 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10806107 ---Validation accuracy:--- 0.9114 Validation Loss: 0.30573204 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14596468 ---Validation accuracy:--- 0.9098 Validation Loss: 0.29641074 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21350266 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29180077 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2659167 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3095469 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22075191 ---Validation accuracy:--- 0.917 Validation Loss: 0.28860053 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18211472 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27262378 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23607221 ---Validation accuracy:--- 0.9 Validation Loss: 0.33626404 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26325858 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3018299 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12798941 ---Validation accuracy:--- 0.9082 Validation Loss: 0.31638706 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.200384 ---Validation accuracy:--- 0.913 Validation Loss: 0.3054333 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14805236 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28397572 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.13647735 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27999505 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12995878 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31161717 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14398874 ---Validation accuracy:--- 0.916 Validation Loss: 0.2952922 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19966072 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27516645 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22989006 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3051147 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29197383 ---Validation accuracy:--- 0.9026 Validation Loss: 0.33644956 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14935406 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27507338 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0952725 ---Validation accuracy:--- 0.9152 Validation Loss: 0.28304157 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2171896 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30694044 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21652935 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27836934 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22214474 ---Validation accuracy:--- 0.9004 Validation Loss: 0.33804205 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25789398 ---Validation accuracy:--- 0.9054 Validation Loss: 0.30999264 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.11869074 ---Validation accuracy:--- 0.917 Validation Loss: 0.28202474 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15317973 ---Validation accuracy:--- 0.919 Validation Loss: 0.28524342 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.101917155 ---Validation accuracy:--- 0.9162 Validation Loss: 0.28702417 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09278746 ---Validation accuracy:--- 0.908 Validation Loss: 0.32230765 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19778027 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31040227 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20980847 ---Validation accuracy:--- 0.8894 Validation Loss: 0.38025513 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08359564 ---Validation accuracy:--- 0.8912 Validation Loss: 0.38334107 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18304405 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29830587 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20768297 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3593906 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23115268 ---Validation accuracy:--- 0.9036 Validation Loss: 0.31667513 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09612346 ---Validation accuracy:--- 0.914 Validation Loss: 0.29355872 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21685001 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27459335 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25233802 ---Validation accuracy:--- 0.918 Validation Loss: 0.2770621 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26581272 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3769484 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33634734 ---Validation accuracy:--- 0.8956 Validation Loss: 0.35979462 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.12940747 ---Validation accuracy:--- 0.9014 Validation Loss: 0.33568883 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32326302 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31633067 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13059534 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2779107 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21510388 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27497357 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06464591 ---Validation accuracy:--- 0.919 Validation Loss: 0.27649882 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.220806 ---Validation accuracy:--- 0.9118 Validation Loss: 0.30008334 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2895094 ---Validation accuracy:--- 0.919 Validation Loss: 0.2821045 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.115691334 ---Validation accuracy:--- 0.917 Validation Loss: 0.27715322 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37049103 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37296677 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13770263 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27037597 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1603062 ---Validation accuracy:--- 0.914 Validation Loss: 0.29012787 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15595467 ---Validation accuracy:--- 0.9178 Validation Loss: 0.27239197 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.19912821 ---Validation accuracy:--- 0.9166 Validation Loss: 0.28336236 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27159867 ---Validation accuracy:--- 0.8826 Validation Loss: 0.38301143 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2716417 ---Validation accuracy:--- 0.8892 Validation Loss: 0.35353464 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21923397 ---Validation accuracy:--- 0.926 Validation Loss: 0.2686796 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23955455 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25883955 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29522714 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27598637 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14462811 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3444712 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15701172 ---Validation accuracy:--- 0.916 Validation Loss: 0.29579076 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21425746 ---Validation accuracy:--- 0.921 Validation Loss: 0.27438498 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.103721544 ---Validation accuracy:--- 0.9142 Validation Loss: 0.29219612 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18267407 ---Validation accuracy:--- 0.921 Validation Loss: 0.26922697 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21434258 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3258803 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14398445 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3005668 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3756819 ---Validation accuracy:--- 0.909 Validation Loss: 0.3086337 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23470818 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3284604 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21134514 ---Validation accuracy:--- 0.9008 Validation Loss: 0.33017114 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26595643 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2878975 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16133845 ---Validation accuracy:--- 0.9118 Validation Loss: 0.29319552 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17627667 ---Validation accuracy:--- 0.9106 Validation Loss: 0.2952504 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17588814 ---Validation accuracy:--- 0.917 Validation Loss: 0.2805478 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13512447 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28496376 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13748848 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29118124 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16764948 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29211223 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17699336 ---Validation accuracy:--- 0.8928 Validation Loss: 0.35256445 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22116734 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31162074 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.176903 ---Validation accuracy:--- 0.918 Validation Loss: 0.29511446 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16039945 ---Validation accuracy:--- 0.923 Validation Loss: 0.26361674 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.17978258 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2702239 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.17678058 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26786354 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20501101 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2606085 Epoch: 0 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0.26596987 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2374783 ---Validation accuracy:--- 0.9198 Validation Loss: 0.26480517 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14694053 ---Validation accuracy:--- 0.9254 Validation Loss: 0.258024 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10963117 ---Validation accuracy:--- 0.921 Validation Loss: 0.275099 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3590355 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2840164 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17050523 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27145383 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19101635 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25833392 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26107445 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25127506 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121314585 ---Validation accuracy:--- 0.9204 Validation Loss: 0.27332082 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15674548 ---Validation accuracy:--- 0.927 Validation Loss: 0.2538928 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34588906 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27064455 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08618373 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24679905 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10517604 ---Validation accuracy:--- 0.919 Validation Loss: 0.27881846 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1789882 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25757936 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1387859 ---Validation accuracy:--- 0.925 Validation Loss: 0.2576465 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32122874 ---Validation accuracy:--- 0.8746 Validation Loss: 0.38735846 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3034839 ---Validation accuracy:--- 0.8758 Validation Loss: 0.3923287 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24789529 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27227533 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22485517 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2712547 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22610962 ---Validation accuracy:--- 0.906 Validation Loss: 0.3046885 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17023876 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27317634 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18619755 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3625124 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12302953 ---Validation accuracy:--- 0.889 Validation Loss: 0.3756145 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2453898 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3258885 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39743814 ---Validation accuracy:--- 0.9018 Validation Loss: 0.31939226 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11945149 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2747975 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11928486 ---Validation accuracy:--- 0.9114 Validation Loss: 0.2926921 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21092305 ---Validation accuracy:--- 0.9078 Validation Loss: 0.29926515 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16165334 ---Validation accuracy:--- 0.913 Validation Loss: 0.2885319 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1708265 ---Validation accuracy:--- 0.915 Validation Loss: 0.28898233 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14639756 ---Validation accuracy:--- 0.9052 Validation Loss: 0.31689757 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20941669 ---Validation accuracy:--- 0.893 Validation Loss: 0.34162968 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28326455 ---Validation accuracy:--- 0.9068 Validation Loss: 0.31186163 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.15457547 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27643004 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23114906 ---Validation accuracy:--- 0.923 Validation Loss: 0.26983434 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23972271 ---Validation accuracy:--- 0.923 Validation Loss: 0.2576623 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27220654 ---Validation accuracy:--- 0.923 Validation Loss: 0.25799453 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22108541 ---Validation accuracy:--- 0.925 Validation Loss: 0.2616956 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17676333 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27789664 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19101414 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2748592 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19106202 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26679906 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1976018 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27750766 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17702186 ---Validation accuracy:--- 0.917 Validation Loss: 0.2786899 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.25840187 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26711723 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18728623 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29218766 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15559545 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2536549 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27474463 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2720567 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18133019 ---Validation accuracy:--- 0.9238 Validation Loss: 0.266045 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14133887 ---Validation accuracy:--- 0.9168 Validation Loss: 0.27115187 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3316301 ---Validation accuracy:--- 0.8956 Validation Loss: 0.33786166 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44009095 ---Validation accuracy:--- 0.8446 Validation Loss: 0.53546554 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16567539 ---Validation accuracy:--- 0.905 Validation Loss: 0.3345453 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1986998 ---Validation accuracy:--- 0.8682 Validation Loss: 0.41474652 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30884784 ---Validation accuracy:--- 0.896 Validation Loss: 0.36435616 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1648854 ---Validation accuracy:--- 0.9 Validation Loss: 0.35212114 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1696054 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3449165 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28828332 ---Validation accuracy:--- 0.8738 Validation Loss: 0.42940733 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13302982 ---Validation accuracy:--- 0.924 Validation Loss: 0.2662078 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18757494 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27951944 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19417141 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28523403 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17136517 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25855404 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16158691 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28487408 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21792477 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28276843 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18284233 ---Validation accuracy:--- 0.92 Validation Loss: 0.26808414 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18707123 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26349077 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13338792 ---Validation accuracy:--- 0.9162 Validation Loss: 0.28493318 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14649218 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2562967 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17065594 ---Validation accuracy:--- 0.9086 Validation Loss: 0.30193397 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21497135 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29553118 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21492863 ---Validation accuracy:--- 0.913 Validation Loss: 0.2984942 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15089636 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2951616 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24205494 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26142117 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19057812 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30370623 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24899974 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32759058 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20487113 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31484938 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2550241 ---Validation accuracy:--- 0.8826 Validation Loss: 0.39505336 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13052411 ---Validation accuracy:--- 0.9078 Validation Loss: 0.30674803 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14274572 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31057504 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28328297 ---Validation accuracy:--- 0.904 Validation Loss: 0.3269954 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21419217 ---Validation accuracy:--- 0.922 Validation Loss: 0.26735985 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16126655 ---Validation accuracy:--- 0.924 Validation Loss: 0.25571054 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21988621 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25179884 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08509901 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25277388 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11684523 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2891475 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1527615 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25880352 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15770778 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25867334 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24400628 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26547265 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10480759 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24885254 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21818112 ---Validation accuracy:--- 0.906 Validation Loss: 0.31519687 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12895794 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25196216 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12733592 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26311347 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27023733 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33746302 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2229736 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25603592 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19438271 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27383408 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22743115 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3255062 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21106651 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25610223 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11974628 ---Validation accuracy:--- 0.927 Validation Loss: 0.26287118 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15573113 ---Validation accuracy:--- 0.9104 Validation Loss: 0.28745884 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15484835 ---Validation accuracy:--- 0.93 Validation Loss: 0.24195166 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26454473 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26369262 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12527546 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25375885 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20915768 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25906786 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12869617 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26745048 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11761907 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24133575 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18723892 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2500103 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13860685 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24737641 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20915188 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24257742 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20194599 ---Validation accuracy:--- 0.9102 Validation Loss: 0.29187584 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14871752 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25867707 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26879114 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26134104 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09271895 ---Validation accuracy:--- 0.932 Validation Loss: 0.23076072 Epoch: 1 ---Training accuracy:--- 0.93 Training 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Training Loss: 0.11521912 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25953263 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26927882 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2516041 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16762838 ---Validation accuracy:--- 0.926 Validation Loss: 0.25080347 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.25554946 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24356797 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1529291 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26439083 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12496399 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27185616 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17991687 ---Validation accuracy:--- 0.8994 Validation Loss: 0.34989858 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16324665 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28979456 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11150909 ---Validation accuracy:--- 0.9276 Validation Loss: 0.251311 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13663019 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24094756 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14495224 ---Validation accuracy:--- 0.909 Validation Loss: 0.29649967 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.072335765 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26614916 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13312031 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26139918 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10454822 ---Validation accuracy:--- 0.93 Validation Loss: 0.23970996 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15448128 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28735495 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18697114 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2822755 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19699234 ---Validation accuracy:--- 0.8984 Validation Loss: 0.33349928 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29693818 ---Validation accuracy:--- 0.8866 Validation Loss: 0.3682153 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16018993 ---Validation accuracy:--- 0.909 Validation Loss: 0.31298783 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28013366 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26367867 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.130997 ---Validation accuracy:--- 0.9016 Validation Loss: 0.32442418 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2744807 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2745749 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18222895 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25977677 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10806223 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2518507 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17894426 ---Validation accuracy:--- 0.93 Validation Loss: 0.24249268 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13479838 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24192959 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13726746 ---Validation accuracy:--- 0.932 Validation Loss: 0.23243736 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14166561 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2845954 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11459249 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2489396 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14326523 ---Validation accuracy:--- 0.93 Validation Loss: 0.24671447 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21133435 ---Validation accuracy:--- 0.9138 Validation Loss: 0.28825808 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13276064 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23979819 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14538106 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24445488 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15805036 ---Validation accuracy:--- 0.919 Validation Loss: 0.27767554 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26117152 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25078467 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.19862337 ---Validation accuracy:--- 0.924 Validation Loss: 0.2664142 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.16475005 ---Validation accuracy:--- 0.925 Validation Loss: 0.2597891 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28130922 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25883123 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13324875 ---Validation accuracy:--- 0.923 Validation Loss: 0.26160404 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2090005 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3281734 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20426182 ---Validation accuracy:--- 0.9052 Validation Loss: 0.303314 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.2132675 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24457358 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22520494 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25181246 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13692585 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24605563 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12667188 ---Validation accuracy:--- 0.933 Validation Loss: 0.23272422 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13928135 ---Validation accuracy:--- 0.9206 Validation Loss: 0.25731558 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20534031 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2723658 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14138508 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25808513 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14314665 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25196022 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2401292 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27906045 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16767932 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2667871 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1945811 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2712572 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21362579 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26141673 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26377395 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24507485 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.131049 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2551588 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20810272 ---Validation accuracy:--- 0.9086 Validation Loss: 0.29979467 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09491337 ---Validation accuracy:--- 0.933 Validation Loss: 0.22756606 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21111408 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29251993 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15412317 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27508697 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.17664966 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2760188 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20682578 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2724517 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19898273 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24893792 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21072407 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25572333 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07700815 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24180046 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10847627 ---Validation accuracy:--- 0.922 Validation Loss: 0.25559697 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058233727 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25723663 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3217637 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25893354 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16904615 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24864139 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17383383 ---Validation accuracy:--- 0.9094 Validation Loss: 0.29679736 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.100240886 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25940177 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.078369305 ---Validation accuracy:--- 0.9234 Validation Loss: 0.25209782 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14924984 ---Validation accuracy:--- 0.923 Validation Loss: 0.27112463 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16071089 ---Validation accuracy:--- 0.919 Validation Loss: 0.27821353 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18879624 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26216957 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22384426 ---Validation accuracy:--- 0.9144 Validation Loss: 0.2830626 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15083952 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25252128 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18459293 ---Validation accuracy:--- 0.9156 Validation Loss: 0.27494302 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30540103 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32328898 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23426323 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25858694 Epoch: 1 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0.22391371 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.079306155 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24938387 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29548424 ---Validation accuracy:--- 0.921 Validation Loss: 0.26386443 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19810466 ---Validation accuracy:--- 0.925 Validation Loss: 0.26819023 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13030827 ---Validation accuracy:--- 0.913 Validation Loss: 0.29731417 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18454742 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28477538 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15765049 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2804042 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1261668 ---Validation accuracy:--- 0.919 Validation Loss: 0.28524905 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1589057 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27553582 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16024923 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24843635 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09936349 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23417686 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05601694 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23782517 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2892649 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23406745 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23965119 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2600327 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.067633756 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2700711 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13216868 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24373291 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100248225 ---Validation 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0.12492145 ---Validation accuracy:--- 0.921 Validation Loss: 0.25996953 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14671965 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24648757 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19682938 ---Validation accuracy:--- 0.926 Validation Loss: 0.2527591 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20792504 ---Validation accuracy:--- 0.928 Validation Loss: 0.24573115 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16003065 ---Validation accuracy:--- 0.928 Validation Loss: 0.25384474 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15168515 ---Validation accuracy:--- 0.926 Validation Loss: 0.24186401 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13723147 ---Validation accuracy:--- 0.9142 Validation Loss: 0.2787415 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18126385 ---Validation accuracy:--- 0.9126 Validation Loss: 0.28339687 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21182716 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27525556 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13881285 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23884165 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10787793 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24636382 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17556095 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23797344 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18700524 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26494348 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13772699 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25413394 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23377152 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23487857 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18648364 ---Validation accuracy:--- 0.9114 Validation Loss: 0.27569512 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11861267 ---Validation accuracy:--- 0.9124 Validation Loss: 0.27950743 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43971962 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2648337 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16426483 ---Validation accuracy:--- 0.926 Validation Loss: 0.24756575 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13238157 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24186648 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.23706366 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24324621 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.069361284 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24192712 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17653179 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3067707 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18279532 ---Validation accuracy:--- 0.8974 Validation Loss: 0.33815846 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22745362 ---Validation accuracy:--- 0.9148 Validation Loss: 0.28978312 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2741524 ---Validation accuracy:--- 0.915 Validation Loss: 0.29537624 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18303776 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2421833 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19298923 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2505456 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2174563 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27536452 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3086983 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3109752 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1954634 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24519184 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14352483 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25256044 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08822439 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23089473 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20493704 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23621967 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12608282 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22745058 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.085145436 ---Validation accuracy:--- 0.9124 Validation Loss: 0.2969642 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25419557 ---Validation accuracy:--- 0.9096 Validation Loss: 0.29515356 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14505836 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3106652 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2160601 ---Validation accuracy:--- 0.921 Validation Loss: 0.2612723 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100374155 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23732905 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19507696 ---Validation accuracy:--- 0.933 Validation Loss: 0.23547758 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15725379 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24230886 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19946663 ---Validation accuracy:--- 0.927 Validation Loss: 0.24874541 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16038361 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26751602 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15215145 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23455827 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.103423044 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24796143 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.165043 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23584971 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27056995 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22851826 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11554157 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23227641 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12521848 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25689808 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17580457 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25077987 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1436579 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22104153 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22004817 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22568081 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18056118 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22470704 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1864936 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22537304 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18389927 ---Validation accuracy:--- 0.926 Validation Loss: 0.26175874 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06105231 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22781877 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21720429 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23780394 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20856293 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24792974 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15412991 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25057358 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13707125 ---Validation accuracy:--- 0.921 Validation Loss: 0.26611963 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17136422 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24425574 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13443087 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22858171 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32026097 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27011228 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1906665 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25191095 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.120526865 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24210455 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.289095 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2622939 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18298332 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27100956 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12558003 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2594472 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.073849455 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25320357 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08692213 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24993633 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08472531 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2387542 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13321425 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23211208 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20601052 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24806187 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.096246965 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2811334 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12280501 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23238693 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1812185 ---Validation accuracy:--- 0.929 Validation Loss: 0.24497065 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14183049 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24165674 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14418587 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2571983 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14419653 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24139732 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12724715 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22821668 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.22364733 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3096611 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23855388 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30245352 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17649935 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23997548 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12750287 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23412408 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13806625 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24382295 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14578298 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22976364 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11284254 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23381524 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.093530275 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23818491 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.064882405 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2323286 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09017686 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25180084 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17813347 ---Validation accuracy:--- 0.933 Validation Loss: 0.23046027 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13957441 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2811358 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10358034 ---Validation accuracy:--- 0.932 Validation Loss: 0.24550825 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21341561 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2409636 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.082160614 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23579675 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12622075 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2583209 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.106250554 ---Validation accuracy:--- 0.93 Validation Loss: 0.24179165 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23697579 ---Validation accuracy:--- 0.9106 Validation Loss: 0.30985022 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3096949 ---Validation accuracy:--- 0.869 Validation Loss: 0.4277535 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1194209 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25440833 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24582663 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2668103 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15519838 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23909336 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09990727 ---Validation accuracy:--- 0.9222 Validation Loss: 0.25235018 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15442166 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24125236 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1584399 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25501028 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.196479 ---Validation accuracy:--- 0.922 Validation Loss: 0.26128843 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23282021 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25744337 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15684572 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29133153 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.084929086 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23566332 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.138386 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22562744 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11895787 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23611993 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16997658 ---Validation accuracy:--- 0.9204 Validation Loss: 0.277799 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1419402 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3018499 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19915834 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3097983 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14558478 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23834424 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09422203 ---Validation accuracy:--- 0.932 Validation Loss: 0.24221455 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23441896 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2603887 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117230885 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24266534 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13056767 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23357867 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11247148 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25665566 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11133664 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26732558 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08693562 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25025862 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10370078 ---Validation accuracy:--- 0.925 Validation Loss: 0.25328237 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.112972565 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25276694 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06548254 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23379162 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06018966 ---Validation accuracy:--- 0.924 Validation Loss: 0.2572178 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09395031 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23836687 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14429176 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2783134 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11942944 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25575465 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19802399 ---Validation accuracy:--- 0.9092 Validation Loss: 0.2971667 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12096743 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2784578 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117583305 ---Validation accuracy:--- 0.929 Validation Loss: 0.25647017 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.111212045 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24178554 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23964344 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24095796 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15561257 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23643018 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07568055 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24203193 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25128415 ---Validation accuracy:--- 0.931 Validation Loss: 0.23144141 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12273827 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25161058 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15837167 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22484618 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20011784 ---Validation accuracy:--- 0.9174 Validation Loss: 0.28284657 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19024585 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22466773 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22398525 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24639197 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19953524 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2549884 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1279264 ---Validation accuracy:--- 0.927 Validation Loss: 0.24645647 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1678866 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22903901 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14322653 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22611289 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19703288 ---Validation accuracy:--- 0.925 Validation Loss: 0.2604165 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19324154 ---Validation accuracy:--- 0.9138 Validation Loss: 0.27871883 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22826622 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25675124 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24597652 ---Validation accuracy:--- 0.923 Validation Loss: 0.27255702 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11313456 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25345254 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14333126 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23210464 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1875547 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27542967 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14897472 ---Validation accuracy:--- 0.9056 Validation Loss: 0.30958438 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25561795 ---Validation accuracy:--- 0.8942 Validation Loss: 0.37810335 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.20213681 ---Validation accuracy:--- 0.934 Validation Loss: 0.2265874 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07109318 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23565097 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12010476 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24144998 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12067203 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24066414 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06698245 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23387866 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08032766 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2351579 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.1883685 ---Validation accuracy:--- 0.938 Validation Loss: 0.22281641 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11932135 ---Validation accuracy:--- 0.929 Validation Loss: 0.24872097 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11273023 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23841147 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08331159 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22797588 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13888283 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24699971 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14745058 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2364037 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17076111 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23030889 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17983502 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25475585 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13000683 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24215071 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1397213 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23115556 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1778608 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2350541 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07356443 ---Validation accuracy:--- 0.9162 Validation Loss: 0.29530615 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12371387 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31404158 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18701248 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2768113 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25368154 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25686473 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13823101 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24625826 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11957428 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22437055 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09737606 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22919199 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09814677 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23027372 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18011054 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26192796 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14122699 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22452784 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18652304 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22533679 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06090875 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21977761 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09630554 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23635517 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09425358 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2352514 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15002345 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2443503 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13974482 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23059368 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11127469 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25473487 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17322643 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22796203 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20235942 ---Validation accuracy:--- 0.922 Validation Loss: 0.26537147 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1400712 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23560132 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20135504 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27025938 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14292309 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23925288 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15161772 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22491463 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1347806 ---Validation accuracy:--- 0.937 Validation Loss: 0.22691524 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18950327 ---Validation accuracy:--- 0.932 Validation Loss: 0.22698863 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08635377 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2267772 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038489986 ---Validation accuracy:--- 0.934 Validation Loss: 0.23331502 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15795535 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2563666 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15006924 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24462505 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043482523 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23174992 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08690071 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23818415 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.188151 ---Validation accuracy:--- 0.9132 Validation Loss: 0.300434 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21821362 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2783294 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17482987 ---Validation accuracy:--- 0.924 Validation Loss: 0.26532125 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10093066 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25418016 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13924304 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30222017 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31589663 ---Validation accuracy:--- 0.8952 Validation Loss: 0.35257557 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28754112 ---Validation accuracy:--- 0.9022 Validation Loss: 0.31506565 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14745863 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24714217 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.183559 ---Validation accuracy:--- 0.927 Validation Loss: 0.25145245 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17012993 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2764618 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25779426 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3359537 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18488052 ---Validation accuracy:--- 0.929 Validation Loss: 0.2519708 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.17908664 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2535037 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22214772 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24082725 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14897981 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2390062 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11788324 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21914582 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23540856 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2675124 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13259545 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21764502 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12847193 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2229831 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1856287 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22188433 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.103742294 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22532676 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14379315 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22629395 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19947101 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25820878 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12799165 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2280223 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.106076166 ---Validation accuracy:--- 0.9094 Validation Loss: 0.29020056 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12805934 ---Validation accuracy:--- 0.92 Validation Loss: 0.25769863 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29868737 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2460469 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08935373 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2339663 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.110192426 ---Validation accuracy:--- 0.913 Validation Loss: 0.28836158 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17826971 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23545279 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09765335 ---Validation accuracy:--- 0.94 Validation Loss: 0.21822178 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13940394 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21266186 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05164168 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21224944 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.081211016 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24215259 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09179064 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21478975 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14829072 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24211653 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07146664 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2304822 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.055325802 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24174848 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21331462 ---Validation accuracy:--- 0.934 Validation Loss: 0.23004048 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06775835 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27938193 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.119969696 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27508944 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15314132 ---Validation accuracy:--- 0.934 Validation Loss: 0.22977275 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1027767 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26160768 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12565751 ---Validation accuracy:--- 0.936 Validation Loss: 0.22311553 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.233078 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23624194 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.090569906 ---Validation accuracy:--- 0.934 Validation Loss: 0.23554705 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1676066 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25979593 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10707575 ---Validation accuracy:--- 0.928 Validation Loss: 0.24140105 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14521094 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25999027 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06831233 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23504883 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.11060898 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22092138 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22491245 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2831819 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.12643373 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24516582 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07159813 ---Validation accuracy:--- 0.932 Validation Loss: 0.24042095 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27738655 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24346855 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1256727 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2510748 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16957512 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2598943 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21301399 ---Validation accuracy:--- 0.931 Validation Loss: 0.2454835 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23581387 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24735132 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12743843 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25029477 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17926224 ---Validation accuracy:--- 0.932 Validation Loss: 0.23420386 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086336024 ---Validation accuracy:--- 0.936 Validation Loss: 0.22579654 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11750408 ---Validation accuracy:--- 0.939 Validation Loss: 0.21704014 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12905712 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22906001 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.135322 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2319975 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08817972 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23664951 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14823225 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24023499 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10301056 ---Validation accuracy:--- 0.929 Validation Loss: 0.23264398 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15254727 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2691354 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08089999 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22892734 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1313677 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25937393 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1085292 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24696729 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13986215 ---Validation accuracy:--- 0.922 Validation Loss: 0.2703539 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06604321 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22116609 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08109441 ---Validation accuracy:--- 0.935 Validation Loss: 0.2220254 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07046348 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22039627 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18500173 ---Validation accuracy:--- 0.926 Validation Loss: 0.25212204 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05087553 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22770102 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08228889 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22939345 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0928961 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23905596 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088648856 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2452707 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21557774 ---Validation accuracy:--- 0.931 Validation Loss: 0.2464448 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14001048 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25335672 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12800997 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22986338 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06321327 ---Validation accuracy:--- 0.929 Validation Loss: 0.23644201 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21705498 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22517215 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18069062 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25862586 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1243389 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2576222 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19167006 ---Validation accuracy:--- 0.9144 Validation Loss: 0.28530505 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10121811 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22910258 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075581886 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22461443 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.152022 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22918594 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15597554 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21693955 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13504821 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22555175 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19302087 ---Validation accuracy:--- 0.932 Validation Loss: 0.22735977 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07446845 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23723848 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23876272 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23322164 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093918994 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23065005 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17069143 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25154766 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.16852592 ---Validation accuracy:--- 0.926 Validation Loss: 0.24499987 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21373123 ---Validation accuracy:--- 0.9272 Validation Loss: 0.23893462 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25462922 ---Validation accuracy:--- 0.931 Validation Loss: 0.22450127 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15654549 ---Validation accuracy:--- 0.933 Validation Loss: 0.22283037 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.25515148 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23120515 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1694953 ---Validation accuracy:--- 0.9296 Validation Loss: 0.22663213 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11057678 ---Validation accuracy:--- 0.925 Validation Loss: 0.24698606 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11731438 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22301048 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1764213 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23837392 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17488566 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26618046 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11087428 ---Validation accuracy:--- 0.9164 Validation Loss: 0.26239327 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2246091 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27231678 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19528843 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2575348 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22842266 ---Validation accuracy:--- 0.912 Validation Loss: 0.2898916 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13122691 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22177881 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13060306 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21625023 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22341321 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23036516 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15926225 ---Validation accuracy:--- 0.931 Validation Loss: 0.22689983 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14054096 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23763847 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16170841 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23870781 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15346429 ---Validation accuracy:--- 0.93 Validation Loss: 0.22783016 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08635204 ---Validation accuracy:--- 0.939 Validation Loss: 0.20313172 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.126951 ---Validation accuracy:--- 0.938 Validation Loss: 0.21298975 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11141834 ---Validation accuracy:--- 0.937 Validation Loss: 0.2147722 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057529297 ---Validation accuracy:--- 0.932 Validation Loss: 0.22059084 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04843144 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21232973 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.19218327 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25346357 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1532396 ---Validation accuracy:--- 0.929 Validation Loss: 0.24052595 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15221938 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25224409 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12265923 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23175552 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21760601 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21767431 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14554635 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23164405 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07812831 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24359326 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17578167 ---Validation accuracy:--- 0.926 Validation Loss: 0.24908401 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07923262 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22120346 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07050144 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22073418 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14229462 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24004833 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12257677 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21858637 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1982526 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2694713 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.09554431 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20442404 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.097619474 ---Validation accuracy:--- 0.935 Validation Loss: 0.22050725 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05864315 ---Validation accuracy:--- 0.942 Validation Loss: 0.20270132 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11218467 ---Validation accuracy:--- 0.935 Validation Loss: 0.22460505 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.083991945 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20089673 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08994011 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25455752 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.048392676 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2181332 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15128823 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2289189 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047917914 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23685303 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.196283 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22953926 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058345538 ---Validation accuracy:--- 0.932 Validation Loss: 0.23513696 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07912715 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22538531 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.096492834 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21921045 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1748854 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22387451 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18754385 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23261382 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114731506 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21424127 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14764348 ---Validation accuracy:--- 0.9168 Validation Loss: 0.27465826 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10155653 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22760247 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083502725 ---Validation accuracy:--- 0.936 Validation Loss: 0.21389835 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1033032 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21991299 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23573992 ---Validation accuracy:--- 0.932 Validation Loss: 0.22572884 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11528754 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20582978 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23063505 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23231687 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20190941 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24280176 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19899449 ---Validation accuracy:--- 0.929 Validation Loss: 0.23608643 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07883722 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21129487 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14557572 ---Validation accuracy:--- 0.933 Validation Loss: 0.22714986 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17625643 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2176799 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083264686 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20844734 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18293053 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24498023 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.28641304 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21472786 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17932919 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2128874 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12464325 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20916934 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1819824 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21397503 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2113629 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23383562 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.092414595 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2141233 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12897095 ---Validation accuracy:--- 0.9262 Validation Loss: 0.23571716 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20807804 ---Validation accuracy:--- 0.924 Validation Loss: 0.26107606 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21953851 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21780498 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2711009 ---Validation accuracy:--- 0.914 Validation Loss: 0.2981171 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17601642 ---Validation accuracy:--- 0.931 Validation Loss: 0.23612675 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15651657 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24155867 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12961338 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21347253 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11291604 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23892976 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20736128 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23769456 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15928304 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23204698 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07691393 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21901426 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08856926 ---Validation accuracy:--- 0.939 Validation Loss: 0.21118745 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10635995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29296148 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25068566 ---Validation accuracy:--- 0.9038 Validation Loss: 0.32301915 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0604462 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26060107 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27031222 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3645343 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15486322 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23075289 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19700818 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21889248 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13683563 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22032498 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.164862 ---Validation accuracy:--- 0.9166 Validation Loss: 0.27066082 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30204028 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22859234 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11279 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22552134 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107938364 ---Validation accuracy:--- 0.934 Validation Loss: 0.22810806 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24848402 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22435449 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09017458 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22938022 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1445221 ---Validation accuracy:--- 0.929 Validation Loss: 0.24143516 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1535869 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22923829 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.21553685 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25071722 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059917163 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24164936 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11786704 ---Validation accuracy:--- 0.9118 Validation Loss: 0.2931311 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0899356 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2248125 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17366308 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23618037 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25824723 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24538642 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08904496 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21864519 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14490213 ---Validation accuracy:--- 0.935 Validation Loss: 0.22632046 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12490957 ---Validation accuracy:--- 0.929 Validation Loss: 0.24556567 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13237749 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21538453 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12773669 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21127357 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07912403 ---Validation accuracy:--- 0.936 Validation Loss: 0.21350813 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.071187146 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21535562 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.051032983 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20937647 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16737208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24209717 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14117956 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2170861 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10238961 ---Validation accuracy:--- 0.938 Validation Loss: 0.21752486 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07521741 ---Validation accuracy:--- 0.939 Validation Loss: 0.20461561 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20075002 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21219355 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22769518 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2519313 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05622286 ---Validation accuracy:--- 0.939 Validation Loss: 0.20892756 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.15294972 ---Validation accuracy:--- 0.9356 Validation Loss: 0.221579 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08386851 ---Validation accuracy:--- 0.936 Validation Loss: 0.22378023 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15326485 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25013474 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06219442 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22869532 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13052945 ---Validation accuracy:--- 0.939 Validation Loss: 0.20930232 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07181044 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20703843 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11690777 ---Validation accuracy:--- 0.933 Validation Loss: 0.22917378 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10277359 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2110731 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17092656 ---Validation accuracy:--- 0.9264 Validation Loss: 0.247092 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19247589 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24648558 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12124174 ---Validation accuracy:--- 0.929 Validation Loss: 0.23675972 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.077394 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21100886 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.103019625 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23720805 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082763575 ---Validation accuracy:--- 0.94 Validation Loss: 0.20802993 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062891416 ---Validation accuracy:--- 0.932 Validation Loss: 0.2294248 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17103426 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24447227 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07082147 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20899282 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08128257 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20026132 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19483241 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22676843 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07664521 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23258471 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09912466 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21463262 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111367606 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2138092 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09504304 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21482517 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04418727 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20500806 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12813897 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21054162 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09331861 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2438968 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12653455 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21917798 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039605018 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19805749 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11154862 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20912282 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1161854 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23874927 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22407688 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20878574 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17143789 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20791763 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.121710606 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20385058 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3359465 ---Validation accuracy:--- 0.923 Validation Loss: 0.2523837 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1166201 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23120621 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0814805 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22614034 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116542876 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21966644 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18140922 ---Validation accuracy:--- 0.937 Validation Loss: 0.22425334 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07046451 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22101988 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05837561 ---Validation accuracy:--- 0.937 Validation Loss: 0.22700134 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18724385 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21552822 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09610853 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21674319 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060402974 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20359905 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15459257 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21791689 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15045178 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2295812 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081077605 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23546442 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06514424 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2192147 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07923726 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2089215 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09200926 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21000059 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047115434 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20863082 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06433824 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20609343 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1338596 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22503498 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09463324 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22496577 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15957516 ---Validation accuracy:--- 0.938 Validation Loss: 0.2128525 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17258735 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21705732 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14653665 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23371655 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19888866 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2176648 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11748032 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2281311 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16814312 ---Validation accuracy:--- 0.934 Validation Loss: 0.22297446 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1403502 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21765694 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18365933 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2096825 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10174536 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21183613 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08849669 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22475459 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.116585776 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22535527 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.049909078 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22473681 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15719762 ---Validation accuracy:--- 0.939 Validation Loss: 0.20596749 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.096500166 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2320268 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12584576 ---Validation accuracy:--- 0.932 Validation Loss: 0.23937988 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052921683 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21547627 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19607739 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24388643 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1484538 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22658467 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19933371 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23670225 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.07251463 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22852236 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05219642 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2036884 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13190517 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20215908 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13611118 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20416601 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28010428 ---Validation accuracy:--- 0.8806 Validation Loss: 0.3883436 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37656716 ---Validation accuracy:--- 0.8784 Validation Loss: 0.4408705 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15694518 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23852691 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13100141 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22222622 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.107450865 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20887466 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11861774 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23523296 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111329384 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23436333 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054906856 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21146356 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07412506 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22313394 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.101128235 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24144463 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0446782 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21509117 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11976929 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24208911 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.0935824 ---Validation accuracy:--- 0.943 Validation Loss: 0.19675463 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05887623 ---Validation accuracy:--- 0.933 Validation Loss: 0.22571608 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16113675 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23608787 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05227682 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2207083 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057023216 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2125355 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11336024 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20867886 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.098425865 ---Validation accuracy:--- 0.935 Validation Loss: 0.21897468 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13510457 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23297042 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09807415 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20806147 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11727789 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21676876 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06430707 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23075216 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.054607574 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21062858 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27541035 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26941276 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09460779 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22691594 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.099460475 ---Validation accuracy:--- 0.937 Validation Loss: 0.22699167 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12460476 ---Validation accuracy:--- 0.936 Validation Loss: 0.22203305 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1593045 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23765224 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.18423147 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2020428 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.318909 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26064765 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12537287 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25111815 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12074819 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2740767 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11912101 ---Validation accuracy:--- 0.937 Validation Loss: 0.22151123 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11800365 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21006568 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06813356 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20743743 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09975039 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21145266 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2904159 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3135241 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14873153 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21388432 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14189261 ---Validation accuracy:--- 0.924 Validation Loss: 0.25602242 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0714515 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22637247 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13240355 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22687617 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06257936 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22012348 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14603305 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21853201 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100082524 ---Validation accuracy:--- 0.9304 Validation Loss: 0.229122 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08018444 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21175046 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12859985 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20891523 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22164765 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2590522 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.118226506 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22895966 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17992763 ---Validation accuracy:--- 0.933 Validation Loss: 0.23661269 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18961558 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2217459 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1514247 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24102867 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15245694 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25330353 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20724738 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21415964 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05682085 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20950963 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07691919 ---Validation accuracy:--- 0.9412 Validation Loss: 0.204562 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116047375 ---Validation accuracy:--- 0.94 Validation Loss: 0.20670141 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.095408164 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21296455 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.118793525 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20236707 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06554708 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2013702 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12106211 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21307261 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2535982 ---Validation accuracy:--- 0.936 Validation Loss: 0.21730366 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06320128 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2330565 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13693082 ---Validation accuracy:--- 0.935 Validation Loss: 0.22146198 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16058592 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2362656 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11266815 ---Validation accuracy:--- 0.928 Validation Loss: 0.24138989 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12610619 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26276636 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12915069 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21767022 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11065506 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22026166 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08824161 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21980006 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.109633796 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23179463 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15827748 ---Validation accuracy:--- 0.936 Validation Loss: 0.22392161 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17927624 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24493013 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08295873 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21723253 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.32172012 ---Validation accuracy:--- 0.942 Validation Loss: 0.2042822 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13545847 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20738462 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084584296 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21707676 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21130319 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20810728 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13611077 ---Validation accuracy:--- 0.93 Validation Loss: 0.23048642 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035901427 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20040515 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23744111 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22271858 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15724762 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20728575 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12425934 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20392253 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18761146 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21319401 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15957838 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20722796 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.085079506 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2048962 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16234659 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19923411 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20658185 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22234064 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11172199 ---Validation accuracy:--- 0.94 Validation Loss: 0.20558809 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11969133 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19370334 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09392145 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19074847 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07741308 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1923599 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15131645 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20541412 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17801681 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2601778 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1373484 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21816264 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1317069 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20918824 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20998028 ---Validation accuracy:--- 0.939 Validation Loss: 0.21440229 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18826836 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20481221 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.077694476 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20665914 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.099093765 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21480061 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10171175 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2096094 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09286745 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20885144 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0958805 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19763745 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06039317 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23070982 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.1032391 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22379541 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1422033 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21593013 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14266995 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19894043 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106958896 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21390022 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14844674 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2029887 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.121900186 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20855437 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06943201 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21018818 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06934895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20461202 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09418589 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20905764 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.087053575 ---Validation accuracy:--- 0.937 Validation Loss: 0.2265458 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16194132 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24958304 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0983 ---Validation accuracy:--- 0.937 Validation Loss: 0.21880384 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15614298 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22121741 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.111341275 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22635633 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082159825 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1962234 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09288845 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19540676 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.048517738 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19534937 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06712038 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21688235 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08596314 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20303895 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12336182 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20099594 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17229947 ---Validation accuracy:--- 0.944 Validation Loss: 0.2015266 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06404162 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21218808 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12459488 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24041924 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.094404586 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20179045 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059534494 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20112823 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09853803 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28299433 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23965102 ---Validation accuracy:--- 0.939 Validation Loss: 0.22074424 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12875989 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22319643 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22396868 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22038116 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1724508 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21339504 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11903765 ---Validation accuracy:--- 0.944 Validation Loss: 0.2054542 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11064603 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20137906 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14191931 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20760065 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.119737454 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19099468 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06820491 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18943071 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09812941 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1943401 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16334811 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18597256 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.042778406 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18269703 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12178026 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19751489 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12921417 ---Validation accuracy:--- 0.943 Validation Loss: 0.19657822 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04243474 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2051874 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09202286 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21798535 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15577866 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23888823 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1769595 ---Validation accuracy:--- 0.935 Validation Loss: 0.22146025 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07617896 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20755394 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08116725 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19463629 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15099894 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23081401 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15974344 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20698904 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.36143765 ---Validation accuracy:--- 0.9144 Validation Loss: 0.28187987 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.31051835 ---Validation accuracy:--- 0.856 Validation Loss: 0.4880332 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32626647 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22551806 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1021049 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21751255 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0989648 ---Validation accuracy:--- 0.939 Validation Loss: 0.20681985 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10588707 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19632825 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.10220833 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1988895 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.08289984 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19836612 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15113258 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19971329 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05297971 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19848348 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16521978 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19686498 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.065000474 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22378828 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13993701 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20297672 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06733907 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23071049 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10328245 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2399661 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14842069 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22593383 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.114308394 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22291076 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10164948 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1994089 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092739895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20933212 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11305085 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19324641 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05371463 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19555677 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22175062 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19702512 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12065752 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21567905 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.098979235 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20673032 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15315893 ---Validation accuracy:--- 0.944 Validation Loss: 0.19890714 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07497649 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19603589 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13342218 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20647927 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10865613 ---Validation accuracy:--- 0.944 Validation Loss: 0.19797054 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11254109 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19418462 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16720238 ---Validation accuracy:--- 0.944 Validation Loss: 0.20240796 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06839901 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22848862 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.077614024 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2474001 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17597504 ---Validation accuracy:--- 0.94 Validation Loss: 0.20489651 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114817716 ---Validation accuracy:--- 0.937 Validation Loss: 0.21148916 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06989577 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20719784 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08095913 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20747778 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07992952 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20793156 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08502571 ---Validation accuracy:--- 0.945 Validation Loss: 0.19327572 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10928267 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22945979 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13346134 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19251022 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10160214 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20864336 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17109266 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2250063 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22264774 ---Validation accuracy:--- 0.895 Validation Loss: 0.3354854 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046357308 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22409493 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106748484 ---Validation accuracy:--- 0.939 Validation Loss: 0.2132086 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07125197 ---Validation accuracy:--- 0.945 Validation Loss: 0.19621396 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040767204 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19684155 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061323795 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20192087 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.064742945 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21372417 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050935917 ---Validation accuracy:--- 0.943 Validation Loss: 0.20274284 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.049156193 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20887692 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2393158 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20292039 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057665456 ---Validation accuracy:--- 0.945 Validation Loss: 0.19859643 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13198076 ---Validation accuracy:--- 0.947 Validation Loss: 0.19126236 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.124798775 ---Validation accuracy:--- 0.9358 Validation Loss: 0.223544 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13075711 ---Validation accuracy:--- 0.946 Validation Loss: 0.19157727 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.17377238 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19189312 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12060959 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19910112 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11272705 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19305158 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10945999 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19308104 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11500901 ---Validation accuracy:--- 0.941 Validation Loss: 0.20278816 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05489642 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19992425 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.120124795 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22548662 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15415202 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21088262 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18330517 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24540254 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08143591 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2074833 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06345079 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19157156 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.072194844 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18734236 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16706337 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20143135 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.080962986 ---Validation accuracy:--- 0.941 Validation Loss: 0.20745425 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09026847 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2125648 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13823812 ---Validation accuracy:--- 0.941 Validation Loss: 0.20171992 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046941854 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1873395 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12881204 ---Validation accuracy:--- 0.929 Validation Loss: 0.243975 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05898695 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19901852 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.063575685 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18988886 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17568827 ---Validation accuracy:--- 0.918 Validation Loss: 0.26733828 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16850635 ---Validation accuracy:--- 0.941 Validation Loss: 0.19507818 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10694864 ---Validation accuracy:--- 0.945 Validation Loss: 0.19376914 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14496045 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21501406 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07149815 ---Validation accuracy:--- 0.944 Validation Loss: 0.19631061 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1309477 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2144748 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13600975 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22552219 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08377536 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2002485 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09842423 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19240816 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10559505 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20092045 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084047906 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20224132 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16256072 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2064181 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2531463 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22647034 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14563988 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22083394 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15085706 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21788292 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059206896 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2231547 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081736974 ---Validation accuracy:--- 0.937 Validation Loss: 0.21216458 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18177323 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22624195 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096763365 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20834795 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05230943 ---Validation accuracy:--- 0.9344 Validation Loss: 0.21878958 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18028292 ---Validation accuracy:--- 0.926 Validation Loss: 0.2543052 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08334234 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19497727 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.083489075 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20294471 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09288209 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2283705 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.230035 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22769444 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18279809 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21594025 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09876947 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18743037 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.082441874 ---Validation accuracy:--- 0.944 Validation Loss: 0.19837826 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15112863 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22744727 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13296928 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18977658 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13347685 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20015647 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12010963 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19372134 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12383823 ---Validation accuracy:--- 0.943 Validation Loss: 0.19627245 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08679758 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19464803 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11986408 ---Validation accuracy:--- 0.937 Validation Loss: 0.217977 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12213659 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18533993 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.124492005 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1852379 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09646371 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19909872 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11172496 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29443258 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.122184165 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21277004 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05087498 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20192693 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22160885 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3020909 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.6141842 ---Validation accuracy:--- 0.882 Validation Loss: 0.4159379 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.21177109 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3296712 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09502866 ---Validation accuracy:--- 0.917 Validation Loss: 0.2774725 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23813339 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24936228 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0770458 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21854337 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14183699 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2626437 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.29248065 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21054426 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10997888 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20047107 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24367988 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20138451 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13593969 ---Validation accuracy:--- 0.934 Validation Loss: 0.22209702 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08138894 ---Validation accuracy:--- 0.939 Validation Loss: 0.20926218 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15716316 ---Validation accuracy:--- 0.943 Validation Loss: 0.20125458 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07742451 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20456152 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25523934 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28539738 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07923579 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24421279 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14088881 ---Validation accuracy:--- 0.935 Validation Loss: 0.20988387 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.113630384 ---Validation accuracy:--- 0.943 Validation Loss: 0.1959643 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10669784 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19708401 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17095661 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19346298 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12581773 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21911752 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08034175 ---Validation accuracy:--- 0.941 Validation Loss: 0.20143563 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14562492 ---Validation accuracy:--- 0.9336 Validation Loss: 0.21833381 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14848588 ---Validation accuracy:--- 0.943 Validation Loss: 0.18784395 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06388845 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18978843 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062860355 ---Validation accuracy:--- 0.941 Validation Loss: 0.1962667 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.123153575 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21058238 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06614213 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1943217 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07245626 ---Validation accuracy:--- 0.942 Validation Loss: 0.20324035 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10739443 ---Validation accuracy:--- 0.945 Validation Loss: 0.19589467 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13190037 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19755538 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10405078 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20332007 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055469032 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21482345 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12781401 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2651761 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12817068 ---Validation accuracy:--- 0.933 Validation Loss: 0.23417251 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05575073 ---Validation accuracy:--- 0.941 Validation Loss: 0.20154315 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16705778 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20383623 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05868437 ---Validation accuracy:--- 0.944 Validation Loss: 0.19786102 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15742041 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20357038 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14002357 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20611694 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17812872 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19011094 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.097324654 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1895207 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.102341406 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18832704 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25382167 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22072588 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10119751 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22481038 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14464311 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21835086 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07683747 ---Validation accuracy:--- 0.944 Validation Loss: 0.18947268 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04686114 ---Validation accuracy:--- 0.945 Validation Loss: 0.1816598 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057819013 ---Validation accuracy:--- 0.944 Validation Loss: 0.19512829 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18120359 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23606145 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.115577266 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1855321 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14917287 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23929633 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16187859 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19714946 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1261588 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18411133 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12779827 ---Validation accuracy:--- 0.938 Validation Loss: 0.20304148 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09592071 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1962225 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11177208 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20980069 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16851117 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19546 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08368216 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1948345 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21401364 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18995208 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11716795 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18820785 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05151907 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19458044 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1239761 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19539915 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2203667 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18602082 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11742225 ---Validation accuracy:--- 0.9428 Validation Loss: 0.198752 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18231514 ---Validation accuracy:--- 0.9102 Validation Loss: 0.29148847 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13073552 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20091966 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19574514 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21085872 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10049687 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21087222 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08086115 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21565339 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12438696 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18507883 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11052809 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18190643 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08514637 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2018609 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14715531 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19267264 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13130732 ---Validation accuracy:--- 0.946 Validation Loss: 0.18656811 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04238273 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19304484 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06658173 ---Validation accuracy:--- 0.945 Validation Loss: 0.18315485 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04031588 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18494949 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.103115246 ---Validation accuracy:--- 0.943 Validation Loss: 0.20381738 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12850699 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19200133 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11329051 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23425025 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15901016 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20827715 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17027077 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18652539 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.087949336 ---Validation accuracy:--- 0.948 Validation Loss: 0.18287998 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17437524 ---Validation accuracy:--- 0.942 Validation Loss: 0.19632104 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048477348 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1923234 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.070033185 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19373076 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04098793 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19580595 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044028524 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20103352 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08028282 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22057134 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13470295 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19352575 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11548717 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18331239 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.109894074 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18479474 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20774604 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19795021 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27376655 ---Validation accuracy:--- 0.946 Validation Loss: 0.18652472 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18054436 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19995245 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1610553 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23343374 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14665627 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21959873 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11485918 ---Validation accuracy:--- 0.943 Validation Loss: 0.1923598 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03721758 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18663576 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20255607 ---Validation accuracy:--- 0.945 Validation Loss: 0.18249078 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092720166 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18705015 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17106055 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18570462 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09544407 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17778745 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12935525 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19948885 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0815441 ---Validation accuracy:--- 0.9392 Validation Loss: 0.1991311 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05500077 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20504643 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12405696 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19937973 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16927037 ---Validation accuracy:--- 0.945 Validation Loss: 0.1817817 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09491489 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22428687 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.122739546 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20603262 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092092454 ---Validation accuracy:--- 0.944 Validation Loss: 0.1842516 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07288744 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17966478 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10030906 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18508308 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1095257 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19873199 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17677103 ---Validation accuracy:--- 0.9172 Validation Loss: 0.26954737 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.080973685 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21334614 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09066293 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18053482 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10032713 ---Validation accuracy:--- 0.942 Validation Loss: 0.1922402 Epoch: 2 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0.19781867 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07342334 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1889434 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07312596 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1839703 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10188739 ---Validation accuracy:--- 0.942 Validation Loss: 0.19592388 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.067168504 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22324921 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041913718 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1794458 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038796425 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18190008 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16716188 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25146383 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21899182 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18508577 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2759278 ---Validation accuracy:--- 0.907 Validation Loss: 0.34027773 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11518982 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20194733 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10077963 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18751402 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080473796 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19187774 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15951775 ---Validation accuracy:--- 0.9364 Validation Loss: 0.227444 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09406815 ---Validation accuracy:--- 0.944 Validation Loss: 0.19029577 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16179563 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1793567 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07327417 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18278527 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04050841 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17984551 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.052564014 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22278425 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.1783147 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22640178 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16169696 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1901695 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12630954 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19452779 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.086585276 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2232521 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18066399 ---Validation accuracy:--- 0.941 Validation Loss: 0.20858596 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1331529 ---Validation accuracy:--- 0.9234 Validation Loss: 0.26448002 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.118941024 ---Validation accuracy:--- 0.945 Validation Loss: 0.18424967 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15155831 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1921219 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14382926 ---Validation accuracy:--- 0.95 Validation Loss: 0.17382564 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11611332 ---Validation accuracy:--- 0.948 Validation Loss: 0.17947853 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.083788015 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17301099 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07908971 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18822707 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12555166 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19117929 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16882472 ---Validation accuracy:--- 0.943 Validation Loss: 0.20050564 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13530928 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2016417 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106779195 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20064294 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14211193 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2026282 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13064955 ---Validation accuracy:--- 0.931 Validation Loss: 0.22990005 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08799702 ---Validation accuracy:--- 0.942 Validation Loss: 0.20897588 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06682322 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19847588 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032022752 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20454967 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18550274 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2812522 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08231241 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18558328 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.10925023 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18198419 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12610604 ---Validation accuracy:--- 0.941 Validation Loss: 0.21178147 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17770977 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19729163 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09684189 ---Validation accuracy:--- 0.947 Validation Loss: 0.18327144 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12398212 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20422746 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04375083 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21101533 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1452607 ---Validation accuracy:--- 0.938 Validation Loss: 0.21021123 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23047477 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22138399 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08649557 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19885755 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1507391 ---Validation accuracy:--- 0.939 Validation Loss: 0.20647123 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11883852 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21078047 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.063123524 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21198909 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12388286 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20395276 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.101999156 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17972057 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19489327 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17853865 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09656668 ---Validation accuracy:--- 0.941 Validation Loss: 0.20639856 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14348336 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19160917 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08862615 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18123733 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04618686 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1767831 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14688766 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18044946 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.063320756 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18359183 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16348602 ---Validation accuracy:--- 0.944 Validation Loss: 0.19151533 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15626384 ---Validation accuracy:--- 0.9394 Validation Loss: 0.1994396 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09361499 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19520877 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10945389 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18152055 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17208059 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17371534 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07870387 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19635051 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07202011 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18591528 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06879947 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19200486 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06605762 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1949908 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08746884 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19651446 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10449652 ---Validation accuracy:--- 0.937 Validation Loss: 0.21879272 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14378923 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19239987 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12302184 ---Validation accuracy:--- 0.947 Validation Loss: 0.18234606 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07597208 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22413191 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18757725 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18466921 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.29410076 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19134209 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13519204 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1823766 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06736404 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19753663 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.044279147 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19686629 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104657345 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2079363 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20586349 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21879065 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06477798 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18156418 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07017186 ---Validation accuracy:--- 0.938 Validation Loss: 0.20740913 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046073828 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19131216 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07944557 ---Validation accuracy:--- 0.941 Validation Loss: 0.20166682 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12846135 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19425608 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20189957 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20375907 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07401825 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18394978 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15301056 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19430068 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030131789 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1762213 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06734772 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18222937 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13349047 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18847257 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059472453 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1898176 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05947866 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20787632 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11710412 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19414382 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21139328 ---Validation accuracy:--- 0.94 Validation Loss: 0.1998322 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.068197906 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19612996 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088818215 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18472728 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06515795 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17754278 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07010929 ---Validation accuracy:--- 0.944 Validation Loss: 0.19489902 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11948619 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1820947 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12170898 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21621934 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07492486 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25739267 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06665686 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20235726 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03989634 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20033874 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16300873 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21831006 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05662101 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20518923 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09028026 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19140801 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.095359795 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22050847 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1429377 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26046127 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09392122 ---Validation accuracy:--- 0.942 Validation Loss: 0.19803697 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047795113 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1877909 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049389277 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17476611 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.049818687 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1752165 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091587566 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17756012 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14880028 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17611302 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18095951 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17942686 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04440963 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17956202 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038369514 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17497866 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.051220026 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1736755 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05007212 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18517713 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13015825 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19171205 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08912632 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21155375 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.068810195 ---Validation accuracy:--- 0.945 Validation Loss: 0.19508983 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08762125 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22449867 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10079504 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21356377 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08447385 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18189512 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17832851 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1868851 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11647085 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2022153 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13496408 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18430503 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07876581 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1927605 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14739303 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19313791 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09984528 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18842523 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055550866 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17846616 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13455637 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20462148 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104452334 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18383704 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09728863 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18134755 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091480486 ---Validation accuracy:--- 0.949 Validation Loss: 0.17409582 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12561218 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17399241 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.095860235 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20568389 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08646712 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18664531 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050211076 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17598781 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04294138 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17429666 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11599371 ---Validation accuracy:--- 0.948 Validation Loss: 0.17914304 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10201749 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18867192 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.048340656 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19497836 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07158515 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20572837 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08955675 ---Validation accuracy:--- 0.941 Validation Loss: 0.21259795 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.090933874 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29166022 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08942345 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22260684 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09154624 ---Validation accuracy:--- 0.942 Validation Loss: 0.19928376 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07822098 ---Validation accuracy:--- 0.937 Validation Loss: 0.21747732 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10047716 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21263248 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.32517397 ---Validation accuracy:--- 0.944 Validation Loss: 0.18939747 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08172465 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19869742 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13303873 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19284666 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13589343 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19775139 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.073971786 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20027572 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.101254016 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20711711 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25190377 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22815952 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07448898 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18848372 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0933094 ---Validation accuracy:--- 0.929 Validation Loss: 0.25115186 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30867988 ---Validation accuracy:--- 0.922 Validation Loss: 0.25390428 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15968345 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22490261 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06396404 ---Validation accuracy:--- 0.938 Validation Loss: 0.22208872 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18394561 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34271088 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30258134 ---Validation accuracy:--- 0.9156 Validation Loss: 0.28005317 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04803331 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18524675 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15826394 ---Validation accuracy:--- 0.936 Validation Loss: 0.2118648 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097010225 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17557842 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12159544 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1756814 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12173521 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18084896 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10874708 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19992737 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0730484 ---Validation accuracy:--- 0.9444 Validation Loss: 0.188159 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09224244 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17809086 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.071217045 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20600249 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07897803 ---Validation accuracy:--- 0.939 Validation Loss: 0.20159085 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.068186186 ---Validation accuracy:--- 0.937 Validation Loss: 0.21106006 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06525885 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18596429 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19386321 ---Validation accuracy:--- 0.916 Validation Loss: 0.2940832 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21998271 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22683315 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13472709 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21094874 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29407465 ---Validation accuracy:--- 0.9304 Validation Loss: 0.22788668 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.16335236 ---Validation accuracy:--- 0.9402 Validation Loss: 0.203626 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035133537 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18424754 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03651178 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17956202 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04324049 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17269063 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13844669 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17668763 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04788599 ---Validation accuracy:--- 0.948 Validation Loss: 0.1844264 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106301345 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19645818 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034335423 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19815479 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13313894 ---Validation accuracy:--- 0.946 Validation Loss: 0.18235548 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16174178 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1779934 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13023739 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18522078 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.129839 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19510809 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15117559 ---Validation accuracy:--- 0.94 Validation Loss: 0.19829993 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.1719042 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18467139 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061625876 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18185562 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10944574 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19194116 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12811996 ---Validation accuracy:--- 0.95 Validation Loss: 0.17812708 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03501788 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18159084 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117135 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1947868 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1233186 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19247787 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08461857 ---Validation accuracy:--- 0.944 Validation Loss: 0.19297615 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18252784 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19232026 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11774582 ---Validation accuracy:--- 0.946 Validation Loss: 0.18290031 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10463232 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21525298 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0427748 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17693867 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08498581 ---Validation accuracy:--- 0.9342 Validation Loss: 0.21319568 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10967344 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18479422 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13680418 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18603896 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09917464 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18457185 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030422699 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17720696 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1992532 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17581674 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.111378536 ---Validation accuracy:--- 0.944 Validation Loss: 0.1953381 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09525938 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18618779 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12630647 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17957178 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10575263 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18716533 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04446359 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18401867 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035148676 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18203624 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028788643 ---Validation accuracy:--- 0.947 Validation Loss: 0.19085644 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056897134 ---Validation accuracy:--- 0.944 Validation Loss: 0.18974856 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09786902 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18440542 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104647234 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18419455 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057812653 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2015413 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086802796 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19343898 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18778187 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20115286 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03642907 ---Validation accuracy:--- 0.943 Validation Loss: 0.19404532 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053887185 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18958923 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050945994 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18533081 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28094286 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20629512 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1548266 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26442558 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.073098786 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20657681 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061509155 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1901209 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13088466 ---Validation accuracy:--- 0.944 Validation Loss: 0.19592111 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04518251 ---Validation accuracy:--- 0.947 Validation Loss: 0.18816806 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10571828 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21362627 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11381039 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22191401 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020104222 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20637934 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11389518 ---Validation accuracy:--- 0.947 Validation Loss: 0.18387148 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18783051 ---Validation accuracy:--- 0.944 Validation Loss: 0.1951988 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08388792 ---Validation accuracy:--- 0.9428 Validation Loss: 0.191452 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08548443 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19439127 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04853059 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18303426 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04411355 ---Validation accuracy:--- 0.945 Validation Loss: 0.18629645 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03882686 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18774587 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07459636 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18490157 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087771565 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18601577 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.069063 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18716583 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12791319 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2106649 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07616616 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19110239 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15343589 ---Validation accuracy:--- 0.948 Validation Loss: 0.19241026 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09770663 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18585265 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10384144 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18247749 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19887279 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20153542 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05712123 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20614004 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.054049253 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19030698 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07451253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1862446 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09228407 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19556662 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14597878 ---Validation accuracy:--- 0.948 Validation Loss: 0.18235493 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09744523 ---Validation accuracy:--- 0.946 Validation Loss: 0.19101919 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.103372596 ---Validation accuracy:--- 0.951 Validation Loss: 0.17362952 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11650845 ---Validation accuracy:--- 0.944 Validation Loss: 0.19194731 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15680102 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18590789 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10199791 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20063007 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11155766 ---Validation accuracy:--- 0.945 Validation Loss: 0.19139981 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.046867903 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23745835 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12000311 ---Validation accuracy:--- 0.942 Validation Loss: 0.20602173 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.112075955 ---Validation accuracy:--- 0.943 Validation Loss: 0.19030663 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09912686 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18379135 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.078053094 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18214417 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089867726 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21928719 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08392112 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18798965 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06824932 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19139168 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09742649 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20130798 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07373073 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2136435 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14311182 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2095728 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046203922 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19076562 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06888748 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25870773 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05276161 ---Validation accuracy:--- 0.945 Validation Loss: 0.18880332 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10238808 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16992633 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09503545 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18177812 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057972103 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17717145 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22630692 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22942929 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05622653 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18579306 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06443667 ---Validation accuracy:--- 0.938 Validation Loss: 0.20534009 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07192521 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18782416 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16797848 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19195215 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04437171 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19647025 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12640397 ---Validation accuracy:--- 0.944 Validation Loss: 0.18951476 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06111785 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19890656 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20111209 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1809767 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049103927 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17389295 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.059368096 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17698625 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029769728 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17367037 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18946926 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18654598 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11444327 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17884625 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09668085 ---Validation accuracy:--- 0.941 Validation Loss: 0.20300364 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07976355 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18988131 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15260115 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18645339 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08637723 ---Validation accuracy:--- 0.947 Validation Loss: 0.18707988 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054427575 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18864404 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088065 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17257117 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07092843 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16837063 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04756095 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1827526 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060474683 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17743382 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10639505 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1863212 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057252675 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2008218 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07086903 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1846405 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19336775 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20719141 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08213705 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19411403 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20173754 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21658315 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11321262 ---Validation accuracy:--- 0.938 Validation Loss: 0.2124277 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1040623 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19732282 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06349764 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18648504 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10455091 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17983472 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09651358 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20035249 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072217815 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1755721 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09439793 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2019478 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10557663 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19279866 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0739817 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1858361 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11881229 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20134431 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23327644 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20616655 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11091093 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18168098 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026153233 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17915381 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06588419 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21287291 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056281548 ---Validation accuracy:--- 0.942 Validation Loss: 0.20477833 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14062107 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17311242 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07171353 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1685555 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060413666 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18478836 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07603189 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18262233 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08561637 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18560739 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1302671 ---Validation accuracy:--- 0.949 Validation Loss: 0.18044868 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06599463 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21210596 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15517692 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17554633 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05612894 ---Validation accuracy:--- 0.952 Validation Loss: 0.16757283 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05392332 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19300976 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15233365 ---Validation accuracy:--- 0.949 Validation Loss: 0.18261954 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19396102 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17972906 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1557875 ---Validation accuracy:--- 0.944 Validation Loss: 0.199315 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07274491 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21636339 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039813854 ---Validation accuracy:--- 0.938 Validation Loss: 0.21390703 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12754987 ---Validation accuracy:--- 0.942 Validation Loss: 0.19749829 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15970103 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18282065 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1358199 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19019829 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16149856 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2056279 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17258385 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21579546 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1789997 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22128785 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09888651 ---Validation accuracy:--- 0.943 Validation Loss: 0.20242918 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08551541 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17799312 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08761215 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20107117 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12690958 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21381499 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11436095 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2187524 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12135052 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18517718 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11891907 ---Validation accuracy:--- 0.945 Validation Loss: 0.18172051 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02828949 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16807121 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032310873 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16950303 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.106497996 ---Validation accuracy:--- 0.943 Validation Loss: 0.19424753 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12866017 ---Validation accuracy:--- 0.949 Validation Loss: 0.1767429 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.117334306 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21151826 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0619238 ---Validation accuracy:--- 0.945 Validation Loss: 0.18963878 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07553634 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18984231 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12185212 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18549952 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11284676 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17841734 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055412065 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1769213 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047353014 ---Validation accuracy:--- 0.95 Validation Loss: 0.17791301 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.15316972 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19997807 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10368871 ---Validation accuracy:--- 0.949 Validation Loss: 0.18242323 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.122384764 ---Validation accuracy:--- 0.949 Validation Loss: 0.17383167 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09655766 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18535165 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.15839542 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25892106 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.60840625 ---Validation accuracy:--- 0.8554 Validation Loss: 0.72240734 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41935337 ---Validation accuracy:--- 0.8666 Validation Loss: 0.40660724 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.105073236 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2269521 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17411643 ---Validation accuracy:--- 0.9406 Validation Loss: 0.206354 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.11464527 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20064251 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19482866 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2141792 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11722906 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20233026 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1363385 ---Validation accuracy:--- 0.942 Validation Loss: 0.19920318 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14398427 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1771523 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097171456 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21526109 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14133495 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1900664 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16556843 ---Validation accuracy:--- 0.948 Validation Loss: 0.18366726 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03340348 ---Validation accuracy:--- 0.951 Validation Loss: 0.17192006 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1095565 ---Validation accuracy:--- 0.934 Validation Loss: 0.21752954 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12936512 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1839956 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07048961 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1670177 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.085793346 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16438873 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13643473 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16675223 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09813241 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16873498 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.073514044 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1736408 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062459003 ---Validation accuracy:--- 0.943 Validation Loss: 0.19282617 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09979817 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17691955 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06737784 ---Validation accuracy:--- 0.945 Validation Loss: 0.18379399 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.13608688 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19904822 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022587683 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18906343 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02795868 ---Validation accuracy:--- 0.943 Validation Loss: 0.19218153 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20827278 ---Validation accuracy:--- 0.946 Validation Loss: 0.19211325 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2150099 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19602947 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0671032 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17463318 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08896102 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18942116 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32140428 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24113066 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20123957 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17098172 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064209156 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16970336 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1632811 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1763465 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.100116804 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17667873 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.087666966 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17321518 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11274301 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17114203 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.076914035 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18088472 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.066402204 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18475778 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07226618 ---Validation accuracy:--- 0.95 Validation Loss: 0.17555091 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05911728 ---Validation accuracy:--- 0.952 Validation Loss: 0.16569768 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.122632615 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20090964 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09815656 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2095873 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08220558 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19460556 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06274774 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19690737 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07802578 ---Validation accuracy:--- 0.933 Validation Loss: 0.21825196 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10723919 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1782925 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1861121 ---Validation accuracy:--- 0.945 Validation Loss: 0.18661152 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.124183886 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17637657 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056901947 ---Validation accuracy:--- 0.941 Validation Loss: 0.1995144 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.10606946 ---Validation accuracy:--- 0.9298 Validation Loss: 0.22500362 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12309749 ---Validation accuracy:--- 0.945 Validation Loss: 0.18492089 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08892195 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1817003 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08813614 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17962673 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07967895 ---Validation accuracy:--- 0.927 Validation Loss: 0.25288323 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07698461 ---Validation accuracy:--- 0.929 Validation Loss: 0.24556573 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09122484 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18637927 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11071684 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17649424 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09532788 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19808736 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06458317 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19233093 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03185172 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20250043 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06801043 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20348248 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15241474 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19838323 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.140101 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18885028 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13754371 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19325337 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1075016 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20465682 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14123765 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18548767 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09969057 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18464334 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07698943 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17963457 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053902272 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18556042 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14247923 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20145032 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02974167 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1788678 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035018526 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18120383 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12080625 ---Validation accuracy:--- 0.95 Validation Loss: 0.1717077 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04791399 ---Validation accuracy:--- 0.942 Validation Loss: 0.20213704 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07650533 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18884186 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06290194 ---Validation accuracy:--- 0.944 Validation Loss: 0.19642946 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08903189 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19208682 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17552637 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20270826 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09147228 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19587788 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.17877042 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20841153 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.14908619 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21729687 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16807613 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24141733 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14835234 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20521778 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.044123683 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17782252 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07233895 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20081985 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10542443 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18124847 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0882647 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18496898 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09991438 ---Validation accuracy:--- 0.941 Validation Loss: 0.21084802 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06235261 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18608958 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05773605 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17809168 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088318035 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17639773 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10832357 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1836759 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15981022 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18316159 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034334883 ---Validation accuracy:--- 0.9448 Validation Loss: 0.195206 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09207494 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17889048 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076763816 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18669294 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13429503 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22671512 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05523106 ---Validation accuracy:--- 0.939 Validation Loss: 0.21391118 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108079 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2061208 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.069583975 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18626343 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089578584 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19078445 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108965576 ---Validation accuracy:--- 0.948 Validation Loss: 0.1794815 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08879727 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21808977 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16241793 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19185592 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043731224 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17019649 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0760643 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18452823 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11357749 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20707436 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14976127 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20204364 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1861943 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18706454 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13775758 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21639648 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076249234 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20947053 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14663504 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1834885 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10800774 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17851876 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13325451 ---Validation accuracy:--- 0.95 Validation Loss: 0.17615208 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027654743 ---Validation accuracy:--- 0.947 Validation Loss: 0.18011856 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05036177 ---Validation accuracy:--- 0.9496 Validation Loss: 0.174174 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076689914 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1816202 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.232103 ---Validation accuracy:--- 0.909 Validation Loss: 0.3121799 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10779019 ---Validation accuracy:--- 0.95 Validation Loss: 0.18039145 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0858644 ---Validation accuracy:--- 0.948 Validation Loss: 0.19060884 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10967405 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20016082 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09673593 ---Validation accuracy:--- 0.947 Validation Loss: 0.18926506 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054214552 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18273422 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07976038 ---Validation accuracy:--- 0.948 Validation Loss: 0.1865252 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05178218 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19312182 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16553694 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17713605 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0837105 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18922015 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10132545 ---Validation accuracy:--- 0.948 Validation Loss: 0.18756819 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060799688 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19789322 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09241653 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1930618 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17311676 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20123328 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.058341064 ---Validation accuracy:--- 0.951 Validation Loss: 0.18050718 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07979208 ---Validation accuracy:--- 0.949 Validation Loss: 0.18261243 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09658401 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17985247 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.058615826 ---Validation accuracy:--- 0.952 Validation Loss: 0.17333041 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20520543 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23713788 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09920564 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18292585 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12892586 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1855473 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.108295634 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18392341 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2083168 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18325883 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09398985 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19375429 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1831361 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18320812 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1098234 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18285036 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080629595 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18441387 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057008162 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20660801 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07219882 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18093072 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10312659 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1975161 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087294556 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19986725 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084938735 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18624902 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04887378 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18986306 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09359374 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17519957 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07744867 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17369123 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043612104 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18668874 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076691665 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1710582 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12876967 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16734906 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08513421 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18284248 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15370834 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22055356 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09232375 ---Validation accuracy:--- 0.947 Validation Loss: 0.18798389 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08085495 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18724222 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05391471 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17804582 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036000647 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17740545 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16856304 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21640071 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18273038 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3194406 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14676449 ---Validation accuracy:--- 0.9192 Validation Loss: 0.26675043 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07669141 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20143725 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1683735 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20668149 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08425932 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19117185 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08397381 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20407617 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08188276 ---Validation accuracy:--- 0.943 Validation Loss: 0.18854026 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07965503 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18455067 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.067290395 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19739427 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.051123828 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19882545 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08232831 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18268397 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056052435 ---Validation accuracy:--- 0.943 Validation Loss: 0.18553375 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049251843 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19009998 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.120628804 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17290767 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05898055 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19745322 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10029006 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16921987 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14480366 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21520656 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14994587 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19024938 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080543526 ---Validation accuracy:--- 0.931 Validation Loss: 0.2295114 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08921436 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18394454 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12118902 ---Validation accuracy:--- 0.938 Validation Loss: 0.21589729 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07029979 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18745945 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15499136 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17123225 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062955074 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16779628 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14153859 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18069084 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07626761 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18432337 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067525394 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18062183 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08831711 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16534434 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05038318 ---Validation accuracy:--- 0.947 Validation Loss: 0.18226846 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035766385 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17734537 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09078966 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17066118 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21310623 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20423144 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.076098315 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16678327 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.148476 ---Validation accuracy:--- 0.953 Validation Loss: 0.16318811 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025859838 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1828954 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06549767 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17075089 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03256568 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16482683 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13102804 ---Validation accuracy:--- 0.949 Validation Loss: 0.17123523 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23042458 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17384267 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08171669 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16168469 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.098033756 ---Validation accuracy:--- 0.949 Validation Loss: 0.17076081 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06544589 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19843754 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049755115 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18452667 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081275605 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20748858 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23367935 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1924943 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045789223 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17307952 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14789212 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19595404 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1376031 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17697483 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.078157455 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17418142 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09712693 ---Validation accuracy:--- 0.947 Validation Loss: 0.17991316 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.080243476 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17674585 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055225097 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16709583 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12951487 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19528583 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19083704 ---Validation accuracy:--- 0.949 Validation Loss: 0.18408112 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07607754 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18147025 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059551466 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17166416 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14969935 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18092984 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14450485 ---Validation accuracy:--- 0.9418 Validation Loss: 0.199418 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08725628 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1766018 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10441685 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20122442 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.058361374 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19908378 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.117487945 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22905776 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12618512 ---Validation accuracy:--- 0.935 Validation Loss: 0.2238271 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08297488 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1736657 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06605926 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18251644 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13084982 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17575543 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13189536 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20079151 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035770115 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17550865 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063311316 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21165791 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06215433 ---Validation accuracy:--- 0.9424 Validation Loss: 0.1866231 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.114191905 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20048504 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067342356 ---Validation accuracy:--- 0.944 Validation Loss: 0.18769549 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21108708 ---Validation accuracy:--- 0.943 Validation Loss: 0.18921141 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14373907 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18417528 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10898726 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1782605 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059490185 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17352933 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036054786 ---Validation accuracy:--- 0.9526 Validation Loss: 0.173909 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1004253 ---Validation accuracy:--- 0.95 Validation Loss: 0.17800827 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.071273826 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17063527 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.108638376 ---Validation accuracy:--- 0.9442 Validation Loss: 0.189999 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053327303 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18561226 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03102761 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17735669 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07781377 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17025226 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.18333066 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20223884 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11733672 ---Validation accuracy:--- 0.949 Validation Loss: 0.17189342 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12522514 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1828168 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.14924926 ---Validation accuracy:--- 0.9418 Validation Loss: 0.1884311 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074169256 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16687913 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032894146 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16712618 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.041411024 ---Validation accuracy:--- 0.95 Validation Loss: 0.16997743 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06297111 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16636989 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09305518 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17267515 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.096294686 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17155492 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04460245 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17535736 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07532043 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1788801 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13931406 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2017003 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036342744 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17508182 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05467366 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18226121 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0957056 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18841262 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06626637 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17611906 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16354683 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18164802 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110337935 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16576879 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08286285 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16782391 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10318419 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19491443 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024831094 ---Validation accuracy:--- 0.949 Validation Loss: 0.17179579 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10931771 ---Validation accuracy:--- 0.947 Validation Loss: 0.17545672 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08712129 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19377041 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11956577 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18785615 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.079242714 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17028913 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10441286 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16643104 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0749948 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16196357 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08222542 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1875162 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08762718 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17902169 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07811065 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1685154 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10886124 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19235831 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07400761 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18799788 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032695398 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1669169 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03249345 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16972679 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12851131 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17384584 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.085016176 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18251677 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120990716 ---Validation accuracy:--- 0.948 Validation Loss: 0.17656672 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.113653794 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1685922 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15903506 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18754345 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07982146 ---Validation accuracy:--- 0.952 Validation Loss: 0.17534119 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08072932 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16186038 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04310177 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16418572 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.092068575 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18010813 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08754993 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16428734 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07447168 ---Validation accuracy:--- 0.947 Validation Loss: 0.18655877 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07817993 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17296913 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09060997 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18203524 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0893706 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19640498 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034140617 ---Validation accuracy:--- 0.941 Validation Loss: 0.21656215 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07577575 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19626482 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092407115 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22586274 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08640327 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18577085 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.051601697 ---Validation accuracy:--- 0.948 Validation Loss: 0.18245451 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14059545 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2339413 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057830084 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19538999 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108167216 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19990842 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07545263 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18265718 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06414586 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1943441 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06431636 ---Validation accuracy:--- 0.941 Validation Loss: 0.20123903 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052373715 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18009211 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14493096 ---Validation accuracy:--- 0.955 Validation Loss: 0.15912959 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.073145285 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16270712 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059267417 ---Validation accuracy:--- 0.945 Validation Loss: 0.18853933 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03842578 ---Validation accuracy:--- 0.952 Validation Loss: 0.17046802 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026170477 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19257434 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087869786 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1908181 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10178007 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17303237 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08184691 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16904172 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05268679 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17147344 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08403778 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16250932 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14270416 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16143303 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07105717 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17460449 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17064564 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26909506 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057600755 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21458799 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14117801 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17280659 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08876148 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18238609 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.096150704 ---Validation accuracy:--- 0.945 Validation Loss: 0.18182309 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14499182 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1832186 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08334251 ---Validation accuracy:--- 0.952 Validation Loss: 0.17338264 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031708367 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18415557 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08347218 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20214881 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06810116 ---Validation accuracy:--- 0.948 Validation Loss: 0.18312934 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10183423 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18052487 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07368694 ---Validation accuracy:--- 0.943 Validation Loss: 0.19712174 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06997414 ---Validation accuracy:--- 0.95 Validation Loss: 0.18221824 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066032864 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18456948 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108349435 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18480144 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18118191 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17400384 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05246637 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16503267 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06291411 ---Validation accuracy:--- 0.945 Validation Loss: 0.1915181 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06171523 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18236142 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02334593 ---Validation accuracy:--- 0.946 Validation Loss: 0.18664709 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066873275 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20014828 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.099594496 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1738345 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.09968287 ---Validation accuracy:--- 0.949 Validation Loss: 0.17581484 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.102302186 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1771965 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062434863 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17602971 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047510676 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16691694 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.038914222 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17266972 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.069429785 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19251953 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05759623 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16283558 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077423 ---Validation accuracy:--- 0.942 Validation Loss: 0.2041007 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060309883 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19616398 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07398701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17079455 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043180823 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16444522 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063128084 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16907428 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15047675 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17796925 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.035917353 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1980128 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029555978 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1704201 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10193738 ---Validation accuracy:--- 0.95 Validation Loss: 0.1708076 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040401984 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18325329 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20544808 ---Validation accuracy:--- 0.918 Validation Loss: 0.29499596 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26698133 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20000847 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08045323 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18346216 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06166394 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18569213 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044485383 ---Validation accuracy:--- 0.9516 Validation Loss: 0.169959 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14050342 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17527646 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12781872 ---Validation accuracy:--- 0.951 Validation Loss: 0.17064536 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10335246 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18943033 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.07879899 ---Validation 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0.102013305 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17589639 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24813312 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17309135 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14393063 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17873935 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11859631 ---Validation accuracy:--- 0.941 Validation Loss: 0.19300307 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07893627 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17025186 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11582361 ---Validation accuracy:--- 0.951 Validation Loss: 0.1669199 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059909746 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17421706 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07894997 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17213699 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11004597 ---Validation accuracy:--- 0.95 Validation Loss: 0.17472748 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030862417 ---Validation accuracy:--- 0.95 Validation Loss: 0.17148924 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067618415 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1766752 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05367652 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17235807 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09075512 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19711387 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10029647 ---Validation accuracy:--- 0.948 Validation Loss: 0.17996028 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07133405 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17987765 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17595284 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19955444 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06925422 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17841424 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11401047 ---Validation accuracy:--- 0.949 Validation Loss: 0.18063737 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18669094 ---Validation accuracy:--- 0.948 Validation Loss: 0.1727522 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12751535 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16500926 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09358993 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15885589 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10232627 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18340257 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19652338 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17483531 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037757784 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16841847 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061232254 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17797983 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058052916 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17862493 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07521829 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17715661 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06955802 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16137083 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2096576 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17715056 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040734988 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16978385 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043170568 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16853133 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07158023 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1807764 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065091 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20831704 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10469722 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18203808 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054350205 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17629738 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07684302 ---Validation accuracy:--- 0.939 Validation Loss: 0.20473059 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1008174 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18318135 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11214375 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20995907 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10701807 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20002182 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0714157 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2306377 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077286996 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18825608 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0681932 ---Validation accuracy:--- 0.943 Validation Loss: 0.20124057 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029961595 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18952456 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045797616 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17731829 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.049320854 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17099199 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.077200554 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1705582 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04695485 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18316719 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06267792 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18193449 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08366342 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17482795 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056914996 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17393988 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09323783 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19774872 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12317295 ---Validation accuracy:--- 0.926 Validation Loss: 0.25597128 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10953749 ---Validation accuracy:--- 0.94 Validation Loss: 0.20150477 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067589276 ---Validation accuracy:--- 0.944 Validation Loss: 0.1844144 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06915008 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1980515 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01873587 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0.98 Training Loss: 0.0874037 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18112776 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07379688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17437148 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.074921206 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17894249 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049645033 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21085788 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.068384856 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19398087 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038074017 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1806332 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11390932 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19128828 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11025072 ---Validation accuracy:--- 0.946 Validation Loss: 0.18610406 Epoch: 4 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0.19721466 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14158298 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18852586 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09467886 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1771173 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04137273 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17602932 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06260184 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19871894 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037291 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17445268 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018629303 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16796601 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024083052 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18019155 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036644228 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17273349 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.119055815 ---Validation accuracy:--- 0.951 Validation Loss: 0.17069694 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13141592 ---Validation accuracy:--- 0.941 Validation Loss: 0.21018814 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10748525 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16925147 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07524224 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17213531 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.059839975 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16709289 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047913313 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18020183 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07618391 ---Validation accuracy:--- 0.952 Validation Loss: 0.1756375 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0341198 ---Validation 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0.098002344 ---Validation accuracy:--- 0.949 Validation Loss: 0.17527217 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10480278 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17626543 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04126688 ---Validation accuracy:--- 0.945 Validation Loss: 0.19023348 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081938975 ---Validation accuracy:--- 0.948 Validation Loss: 0.18195489 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.055328235 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18634847 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045485985 ---Validation accuracy:--- 0.95 Validation Loss: 0.18089546 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042077713 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1751719 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.031972997 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19018598 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14538069 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17327419 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14228769 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18642552 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04697299 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1755676 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11654698 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18806332 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059345797 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19257455 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027728552 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21616362 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03647396 ---Validation accuracy:--- 0.95 Validation Loss: 0.17660256 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081546895 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17301767 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08557443 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19625881 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10598136 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18278308 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120317996 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22785245 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14761643 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19638982 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14672558 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17173196 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04638426 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20261577 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066233784 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21253195 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.12934051 ---Validation accuracy:--- 0.94 Validation Loss: 0.20289102 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21577972 ---Validation accuracy:--- 0.93 Validation Loss: 0.24414863 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10661533 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17698741 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.087621346 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18294597 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24894482 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26480767 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061995946 ---Validation accuracy:--- 0.953 Validation Loss: 0.162124 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15243328 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16708921 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11339224 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16859825 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06684238 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18279947 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13641118 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16554981 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050247375 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16957113 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039438024 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1653238 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069558166 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17714809 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09100435 ---Validation accuracy:--- 0.951 Validation Loss: 0.16676793 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12648468 ---Validation accuracy:--- 0.956 Validation Loss: 0.16432261 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07246832 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15986778 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07826753 ---Validation accuracy:--- 0.953 Validation Loss: 0.16450141 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10108848 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16365916 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12275622 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16380097 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13982472 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18168738 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.094683856 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17120616 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10089121 ---Validation accuracy:--- 0.954 Validation Loss: 0.16185036 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04287471 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16469456 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.051263962 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16581473 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09017092 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1694607 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054966617 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16290419 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057998747 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16701041 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040875986 ---Validation accuracy:--- 0.947 Validation Loss: 0.18622133 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11467364 ---Validation accuracy:--- 0.946 Validation Loss: 0.19214958 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0765008 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18384902 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.103315555 ---Validation accuracy:--- 0.946 Validation Loss: 0.18915074 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07885748 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16515364 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10839382 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17991757 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062438063 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18819368 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17258765 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19076474 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08463992 ---Validation accuracy:--- 0.956 Validation Loss: 0.1648543 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12821718 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18401593 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.100061916 ---Validation accuracy:--- 0.95 Validation Loss: 0.16820467 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12546702 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1773449 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08812302 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16896656 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11278717 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1589177 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.113260634 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16123872 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13769898 ---Validation accuracy:--- 0.955 Validation Loss: 0.15786456 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037319485 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15917143 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045916244 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16409555 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13558249 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20414305 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09689904 ---Validation accuracy:--- 0.954 Validation Loss: 0.15900347 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03678462 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16340676 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.117483094 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16848987 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054052435 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15800583 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040730935 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16681136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.056352615 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20820148 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.086566165 ---Validation accuracy:--- 0.953 Validation Loss: 0.1772405 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022413434 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17186111 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08530962 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16422316 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.07057421 ---Validation accuracy:--- 0.951 Validation Loss: 0.17528486 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18552978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17551297 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15056935 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20184964 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07516695 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17307548 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13909052 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16758157 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14727016 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17432252 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090394385 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18829407 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1567002 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17296131 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11765595 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15936472 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024259403 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16633973 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0836607 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15634745 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1215938 ---Validation accuracy:--- 0.955 Validation Loss: 0.15734465 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13336201 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16882576 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038644925 ---Validation accuracy:--- 0.95 Validation Loss: 0.17381582 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.123464115 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18825242 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05245091 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16365454 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11687608 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17498006 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06883394 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17074642 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14001709 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16670768 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058110986 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16507089 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118206576 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20165636 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15615216 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18016769 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.047597904 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2033319 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12187516 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18578827 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028546445 ---Validation accuracy:--- 0.951 Validation Loss: 0.17613469 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061625186 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16899128 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11425093 ---Validation accuracy:--- 0.944 Validation Loss: 0.20091042 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20421933 ---Validation accuracy:--- 0.938 Validation Loss: 0.21937476 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02247481 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19877607 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040796366 ---Validation accuracy:--- 0.952 Validation Loss: 0.17266631 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018332023 ---Validation accuracy:--- 0.953 Validation Loss: 0.17030159 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.093117364 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1849952 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11318003 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18252563 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055409994 ---Validation accuracy:--- 0.948 Validation Loss: 0.18098244 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11337826 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16359189 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13294958 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19815665 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14202246 ---Validation accuracy:--- 0.954 Validation Loss: 0.16254474 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08647179 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15823716 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06856233 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1647221 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10225759 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17384496 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01975426 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18138339 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10155937 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18475068 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06895328 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19300783 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046397552 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16191739 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.082231395 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1917082 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.167378 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20638601 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090558834 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29052743 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2338694 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20962042 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054695282 ---Validation accuracy:--- 0.948 Validation Loss: 0.17878892 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05455573 ---Validation accuracy:--- 0.954 Validation Loss: 0.16071911 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13399723 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16179438 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030618554 ---Validation accuracy:--- 0.952 Validation Loss: 0.16812995 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.112270564 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17249109 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.070049085 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19256015 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08951086 ---Validation accuracy:--- 0.948 Validation Loss: 0.18454349 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06153384 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19178285 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09388927 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17317176 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09890751 ---Validation accuracy:--- 0.9488 Validation Loss: 0.183415 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07850997 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17496526 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.12558179 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17020474 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21964127 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17788896 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06608104 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16663343 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.102041475 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15913668 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13139477 ---Validation accuracy:--- 0.954 Validation Loss: 0.16135943 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048402783 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16545135 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.095612384 ---Validation accuracy:--- 0.954 Validation Loss: 0.16394499 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16879901 ---Validation accuracy:--- 0.952 Validation Loss: 0.16651076 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1327137 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1735416 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20349568 ---Validation accuracy:--- 0.948 Validation Loss: 0.1862478 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041767854 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16965687 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12465928 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19010632 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.084299594 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19903028 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04924315 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1816869 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.084044926 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17778753 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0392543 ---Validation accuracy:--- 0.952 Validation Loss: 0.16221373 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11593523 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15740423 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.090913355 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17979763 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03379802 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17488113 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19390267 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1853285 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11278894 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16629851 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028683458 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1684748 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09672774 ---Validation accuracy:--- 0.953 Validation Loss: 0.16646822 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11223592 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17327905 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060312822 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17256054 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13648249 ---Validation accuracy:--- 0.952 Validation Loss: 0.16212904 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13215487 ---Validation accuracy:--- 0.927 Validation Loss: 0.25324318 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14949428 ---Validation accuracy:--- 0.945 Validation Loss: 0.18234451 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080696985 ---Validation 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0.048637714 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1684148 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118785955 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16508791 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092308626 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17774324 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08924845 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19851959 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030641718 ---Validation accuracy:--- 0.954 Validation Loss: 0.1602983 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0241118 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16287072 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1836075 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27576348 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09007488 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18359157 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05636942 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16970403 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.071508236 ---Validation accuracy:--- 0.951 Validation Loss: 0.16963004 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051895972 ---Validation accuracy:--- 0.946 Validation Loss: 0.18855579 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065606266 ---Validation accuracy:--- 0.948 Validation Loss: 0.18387742 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11191981 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19181357 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053098593 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17505027 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.103958614 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17697425 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.059366766 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1980707 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.038059436 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16833943 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.100534774 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20261931 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120306514 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16989253 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06355929 ---Validation accuracy:--- 0.955 Validation Loss: 0.16486943 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16510569 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16669767 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15504165 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17738056 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08906961 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1786718 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049720958 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17169438 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11347584 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16605745 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08280645 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16843748 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09473463 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18924583 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035652038 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16338289 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087167226 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17430969 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10422041 ---Validation accuracy:--- 0.946 Validation Loss: 0.19038348 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020185633 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17466357 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07465601 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18076374 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.205942 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17732498 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07925014 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1756074 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09543709 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20230438 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07540235 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17772132 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18548647 ---Validation accuracy:--- 0.952 Validation Loss: 0.17034404 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08501568 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16446541 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07257012 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16081107 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09339949 ---Validation accuracy:--- 0.957 Validation Loss: 0.16064452 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08154075 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18038477 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15207398 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19693664 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11084322 ---Validation accuracy:--- 0.945 Validation Loss: 0.18046753 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12517732 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18306808 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.061854716 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1776336 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11957205 ---Validation accuracy:--- 0.952 Validation Loss: 0.16686755 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12602518 ---Validation accuracy:--- 0.952 Validation Loss: 0.16293982 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15043007 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16878098 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08261845 ---Validation accuracy:--- 0.94 Validation Loss: 0.1990445 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10256141 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1922855 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07247271 ---Validation accuracy:--- 0.945 Validation Loss: 0.18885452 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07903264 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17507896 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036653493 ---Validation accuracy:--- 0.95 Validation Loss: 0.16935976 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1150403 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17879562 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07252733 ---Validation accuracy:--- 0.95 Validation Loss: 0.17327249 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14391376 ---Validation accuracy:--- 0.955 Validation Loss: 0.16337723 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110409126 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17092118 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10329961 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17436352 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12284464 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18329231 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058132853 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19657214 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087967776 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18238547 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06190869 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1741729 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15165146 ---Validation accuracy:--- 0.9502 Validation Loss: 0.178474 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027567873 ---Validation accuracy:--- 0.95 Validation Loss: 0.1810276 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16153191 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1777644 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06377377 ---Validation accuracy:--- 0.951 Validation Loss: 0.17176954 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10695657 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16828242 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08909157 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17871162 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08353868 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16748752 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12597412 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18479785 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.097514346 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16690713 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06989138 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17199375 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06010519 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17304361 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08555071 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1805656 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055787854 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1769244 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05201548 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18275297 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09007893 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16336246 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036744323 ---Validation accuracy:--- 0.953 Validation Loss: 0.17037556 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08196609 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16724297 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15835829 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17823574 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06934725 ---Validation accuracy:--- 0.953 Validation Loss: 0.16204108 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050124936 ---Validation accuracy:--- 0.952 Validation Loss: 0.1722939 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072507896 ---Validation accuracy:--- 0.953 Validation Loss: 0.16418721 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0269114 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16245635 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07112667 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17492822 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10595411 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17618819 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058656827 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19502118 Epoch: 5 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0.17098315 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11350401 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16582014 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15990771 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16017222 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.090919726 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18797229 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036524337 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1609681 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15925883 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19304115 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.179432 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16735908 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.112792455 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16507429 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.106491394 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16683692 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06911663 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16871725 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061347824 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17159238 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837042 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1643983 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19461109 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17062658 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1165765 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22549477 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10164139 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2680138 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09970195 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18140651 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06218833 ---Validation 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0.045463905 ---Validation accuracy:--- 0.956 Validation Loss: 0.15571514 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057001688 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16805966 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11009489 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15464649 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048512623 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15957569 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14668697 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18874381 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20157407 ---Validation accuracy:--- 0.956 Validation Loss: 0.16297977 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044924747 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16344495 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06667423 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16301706 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.042916793 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16870855 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05096768 ---Validation accuracy:--- 0.947 Validation Loss: 0.17758882 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08389556 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17658454 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079169825 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15999715 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07749158 ---Validation accuracy:--- 0.953 Validation Loss: 0.16741022 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07849648 ---Validation accuracy:--- 0.954 Validation Loss: 0.16153406 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07942575 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1634968 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07281163 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16149971 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061091747 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1725811 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11622815 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16777036 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06050025 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18301536 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14010008 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19989556 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08236538 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19656612 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026340479 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1694281 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047150437 ---Validation accuracy:--- 0.954 Validation Loss: 0.16203357 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09393286 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17470571 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.099609815 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1671446 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1266529 ---Validation accuracy:--- 0.952 Validation Loss: 0.16985342 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04896428 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16290982 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031435926 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16732906 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15368436 ---Validation accuracy:--- 0.95 Validation Loss: 0.17644209 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11262743 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16690049 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.049953498 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18497106 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062390212 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18192959 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.109182164 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17731069 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08092369 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19983901 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06957428 ---Validation accuracy:--- 0.954 Validation Loss: 0.16528668 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.070629835 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16189842 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13214093 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15270796 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04892664 ---Validation accuracy:--- 0.956 Validation Loss: 0.15052135 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10262163 ---Validation accuracy:--- 0.952 Validation Loss: 0.1698634 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08293284 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1541937 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07862923 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16219412 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03102622 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15570498 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.047695693 ---Validation accuracy:--- 0.952 Validation Loss: 0.16657144 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037622947 ---Validation accuracy:--- 0.9532 Validation Loss: 0.160938 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07832477 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15448552 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098305084 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18234907 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04293542 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17774722 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14785461 ---Validation 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0.95 Training Loss: 0.14646433 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16329585 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10781212 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15960158 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04477806 ---Validation accuracy:--- 0.957 Validation Loss: 0.15697202 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07486343 ---Validation accuracy:--- 0.954 Validation Loss: 0.16313605 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0629345 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1663768 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071215264 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19540493 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10125827 ---Validation accuracy:--- 0.947 Validation Loss: 0.18865934 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12475275 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18164988 Epoch: 5 ---Training 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5 ---Training accuracy:--- 0.97 Training Loss: 0.08669982 ---Validation accuracy:--- 0.957 Validation Loss: 0.16296427 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.097865544 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16865227 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04883518 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1592149 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07445507 ---Validation accuracy:--- 0.949 Validation Loss: 0.17668933 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06985441 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17287879 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11325357 ---Validation accuracy:--- 0.953 Validation Loss: 0.16753127 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15624733 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16241668 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03466241 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21927756 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11566128 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1860017 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05318059 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16779439 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024827344 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17297111 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07263404 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17092568 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05377408 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16353437 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09081779 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17987151 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044612363 ---Validation accuracy:--- 0.953 Validation Loss: 0.1703057 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.075676076 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16399747 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07891233 ---Validation accuracy:--- 0.956 Validation Loss: 0.15827824 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022791738 ---Validation accuracy:--- 0.955 Validation Loss: 0.16209282 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039450902 ---Validation accuracy:--- 0.953 Validation Loss: 0.1712793 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.123644836 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1761003 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.037149314 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18816213 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05648043 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19815244 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097458266 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21553113 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05564727 ---Validation 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0.06815756 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17112063 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2083693 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17257605 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16786137 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18464832 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09106711 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1559362 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022723453 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15689056 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057421412 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15846789 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08349739 ---Validation accuracy:--- 0.957 Validation Loss: 0.15765269 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.13379893 ---Validation accuracy:--- 0.933 Validation Loss: 0.24351314 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14413379 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21033251 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.082045615 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17194238 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13075715 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1596797 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04001088 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1593867 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05941086 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18868609 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07448867 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16352174 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05477819 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1598652 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054636165 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16439053 Epoch: 5 ---Training 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5 ---Training accuracy:--- 0.98 Training Loss: 0.06030234 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17012513 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08835701 ---Validation accuracy:--- 0.948 Validation Loss: 0.18730906 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1436091 ---Validation accuracy:--- 0.952 Validation Loss: 0.17614517 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11723291 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20586255 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043447018 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18220301 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08822029 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17179541 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08961221 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18063523 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.121883295 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15390775 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07330246 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16407837 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07975192 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16877876 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060246497 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17393552 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1294249 ---Validation accuracy:--- 0.949 Validation Loss: 0.1793061 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07502205 ---Validation accuracy:--- 0.9522 Validation Loss: 0.174699 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061144777 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16820614 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09028696 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19152874 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.052988738 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1775729 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035044715 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18538709 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053499624 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16693659 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10572498 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1636499 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10793688 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17885004 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05859385 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20190184 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048673566 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17677432 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13219443 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18812135 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098507166 ---Validation 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Training Loss: 0.06271399 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18685177 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14472258 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1750469 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03780111 ---Validation accuracy:--- 0.955 Validation Loss: 0.1597757 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032175403 ---Validation accuracy:--- 0.9542 Validation Loss: 0.160501 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06955921 ---Validation accuracy:--- 0.954 Validation Loss: 0.16774014 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06858221 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1791111 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09169525 ---Validation accuracy:--- 0.954 Validation Loss: 0.16877092 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027555352 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16974252 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044733554 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18198898 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.068400234 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20311673 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11602118 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18519299 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07703073 ---Validation accuracy:--- 0.949 Validation Loss: 0.18492195 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13286789 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17630315 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11187864 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18353884 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13376491 ---Validation accuracy:--- 0.943 Validation Loss: 0.20743302 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15554604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20040214 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059607 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17121461 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15150915 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17242435 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024606494 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16471516 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08604023 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16143987 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039129805 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16863967 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027405916 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16138259 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05539696 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18539813 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17005551 ---Validation accuracy:--- 0.9384 Validation 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Validation Loss: 0.16708596 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028888166 ---Validation accuracy:--- 0.954 Validation Loss: 0.16016348 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15060724 ---Validation accuracy:--- 0.953 Validation Loss: 0.16631292 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05443144 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17994049 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061561905 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16497463 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09718592 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18031317 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16171883 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17594343 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036018252 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16392449 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032303583 ---Validation 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0.12110721 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15736331 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117168635 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16581902 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04991543 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16789062 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07079328 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15956211 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08288822 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14666265 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10127904 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15243055 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10719523 ---Validation accuracy:--- 0.948 Validation Loss: 0.17675796 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08711369 ---Validation accuracy:--- 0.95 Validation Loss: 0.17512126 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025010018 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16261058 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027801609 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16144988 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14035662 ---Validation accuracy:--- 0.953 Validation Loss: 0.16980778 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11026821 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15695302 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054987878 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14789005 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083948895 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14878456 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062765844 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14256513 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026835086 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15158667 Epoch: 5 ---Training 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Validation Loss: 0.15398666 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098460615 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15525232 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02176472 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1735934 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13234723 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17487866 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1139594 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19134301 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04505216 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16035984 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04793066 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15798704 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049775653 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15357126 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2040307 ---Validation 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Training Loss: 0.036152802 ---Validation accuracy:--- 0.953 Validation Loss: 0.16065307 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13333838 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1681045 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083908595 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17413671 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11322329 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19166934 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12753305 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15913509 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22206442 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16352017 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10367424 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15972523 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02992018 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16210537 Epoch: 5 ---Training 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Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.15205316 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16287239 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08247133 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14917466 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057875656 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17127776 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024153281 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1713835 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06497774 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20352833 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13002901 ---Validation accuracy:--- 0.953 Validation Loss: 0.17342494 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06285954 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15766539 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08680777 ---Validation accuracy:--- 0.955 Validation 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0.9514 Validation Loss: 0.18261203 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06023591 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15439278 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047197055 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16182747 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036089826 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17064866 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030229963 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1691991 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.077603005 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17076379 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.060002718 ---Validation accuracy:--- 0.953 Validation Loss: 0.15439548 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038703218 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14891133 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.113190286 ---Validation accuracy:--- 0.9548 Validation Loss: 0.156547 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13604088 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16689421 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10516143 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16519004 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09363001 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16733205 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1023037 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16414224 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061243743 ---Validation accuracy:--- 0.95 Validation Loss: 0.1690977 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058411226 ---Validation accuracy:--- 0.95 Validation Loss: 0.16981672 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051226076 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1606201 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050321933 ---Validation accuracy:--- 0.9496 Validation Loss: 0.170739 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15281397 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17669332 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11951747 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16375835 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.073501445 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16388597 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10844623 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19313836 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13844472 ---Validation accuracy:--- 0.943 Validation Loss: 0.18897557 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09873264 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15961966 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04516877 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15856917 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05606716 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15575069 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061254855 ---Validation accuracy:--- 0.954 Validation Loss: 0.15619302 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12627727 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17054346 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1001201 ---Validation accuracy:--- 0.953 Validation Loss: 0.16422576 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08964048 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18762857 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061262254 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15826502 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06847651 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1491445 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18186146 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22165595 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06653461 ---Validation accuracy:--- 0.944 Validation Loss: 0.17895944 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.065016955 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1848232 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09635926 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14817767 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06306633 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15418544 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034432244 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17067522 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058042236 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1603321 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036117338 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16108486 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.077425405 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20903735 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08911309 ---Validation accuracy:--- 0.952 Validation Loss: 0.17064442 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115408756 ---Validation accuracy:--- 0.953 Validation Loss: 0.16033378 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09870522 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19287558 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07652963 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17066298 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046086874 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16610855 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09850995 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17833968 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07232182 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17119384 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12345256 ---Validation accuracy:--- 0.94 Validation Loss: 0.20110323 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10538724 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15585148 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1613999 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18652445 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07791283 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15868928 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084094524 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16180749 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037199304 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16754624 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03796795 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16510789 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08780406 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15931581 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.068357944 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16559839 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11560573 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16904967 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.066569254 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18193059 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039220177 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16398773 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05617113 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16622546 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04556148 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17059739 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08346882 ---Validation accuracy:--- 0.944 Validation Loss: 0.19864057 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11777258 ---Validation accuracy:--- 0.948 Validation Loss: 0.18544409 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.090172246 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Loss: 0.042979706 ---Validation accuracy:--- 0.95 Validation Loss: 0.15927884 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041625787 ---Validation accuracy:--- 0.953 Validation Loss: 0.15658809 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08611072 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16233282 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0834577 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1697946 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07732934 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15472136 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083392546 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16650103 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06689053 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16390519 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07548098 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16769636 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05722141 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1604754 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08800633 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15764087 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06427091 ---Validation accuracy:--- 0.956 Validation Loss: 0.15983686 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10718128 ---Validation accuracy:--- 0.948 Validation Loss: 0.18144743 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017283488 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16412866 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08820916 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17408386 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12115843 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17774066 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04563712 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15714101 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.045429602 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20624043 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088714816 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17832586 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.089482285 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16882688 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.089612715 ---Validation accuracy:--- 0.95 Validation Loss: 0.17501889 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12573986 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2034589 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.062088475 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2498648 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026035286 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17247431 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18683009 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17671801 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043142885 ---Validation accuracy:--- 0.946 Validation Loss: 0.18442577 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08067915 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19355798 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06545394 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17575434 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14909592 ---Validation accuracy:--- 0.95 Validation Loss: 0.17169258 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14622366 ---Validation accuracy:--- 0.941 Validation Loss: 0.2010795 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048823565 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17463201 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037845373 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1661624 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12463055 ---Validation accuracy:--- 0.951 Validation Loss: 0.16863155 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034208547 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19347757 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15324788 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16065697 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08568056 ---Validation accuracy:--- 0.946 Validation Loss: 0.18283631 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07752409 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16681394 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.054856047 ---Validation accuracy:--- 0.954 Validation Loss: 0.15699853 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025212994 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16141337 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07439464 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16926545 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08136979 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17686304 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06212783 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19135389 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16149645 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24413757 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09472094 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16020827 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07319608 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15606214 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051701583 ---Validation accuracy:--- 0.955 Validation Loss: 0.16190508 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18165173 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18302578 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044609338 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16791953 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023147296 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16540554 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15140018 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17272949 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.048122782 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16755031 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06627188 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1750634 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12564059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19521491 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087472 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16416375 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05342991 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16181207 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.071562886 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15954648 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08896398 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0.98 Training Loss: 0.07173192 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14729488 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08898954 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15926768 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.118012495 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14831945 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06603824 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15263204 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049672488 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14803685 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12964372 ---Validation accuracy:--- 0.957 Validation Loss: 0.15070352 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07470478 ---Validation accuracy:--- 0.953 Validation Loss: 0.16375466 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09363873 ---Validation accuracy:--- 0.957 Validation Loss: 0.15220083 Epoch: 5 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0.16587663 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054047078 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15464853 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030826136 ---Validation accuracy:--- 0.954 Validation Loss: 0.15955797 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06457141 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16342625 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.075189546 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17826389 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.045814604 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15936567 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10564026 ---Validation accuracy:--- 0.952 Validation Loss: 0.16241635 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065183185 ---Validation accuracy:--- 0.952 Validation Loss: 0.16060391 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08306551 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15853423 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10836466 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975434 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06687666 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16033037 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07815954 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16268833 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.031923458 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15993203 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12878844 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1933698 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06040106 ---Validation accuracy:--- 0.949 Validation Loss: 0.18146583 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1430168 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18439883 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22375582 ---Validation accuracy:--- 0.952 Validation Loss: 0.16740876 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037535354 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19213599 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.042321693 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17594872 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06797905 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20656557 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061309196 ---Validation accuracy:--- 0.95 Validation Loss: 0.17125131 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06856066 ---Validation accuracy:--- 0.951 Validation Loss: 0.16344082 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07007405 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15870853 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13158418 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1594614 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059051458 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Loss: 0.039349902 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15299988 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.042126723 ---Validation accuracy:--- 0.953 Validation Loss: 0.16103756 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.081284866 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1958871 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04226838 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16932751 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09335737 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15652162 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.120282434 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15933415 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.048115898 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1625004 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04941144 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16178933 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05930936 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16197653 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1006926 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15096731 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.112633765 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16742048 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19102749 ---Validation accuracy:--- 0.949 Validation Loss: 0.16721618 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025227573 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16733707 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043026716 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16711487 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11516942 ---Validation accuracy:--- 0.949 Validation Loss: 0.17446685 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03808446 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16240783 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037552148 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16075507 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03925414 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15424775 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11743541 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16136822 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08156399 ---Validation accuracy:--- 0.949 Validation Loss: 0.1709182 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045022808 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17026572 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06415382 ---Validation accuracy:--- 0.953 Validation Loss: 0.16267891 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11121375 ---Validation accuracy:--- 0.944 Validation Loss: 0.17761673 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08954146 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15904395 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03848759 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17404331 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072528966 ---Validation accuracy:--- 0.941 Validation Loss: 0.19713216 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053441677 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17999773 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.075334996 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19576238 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14955619 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16514292 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07780882 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16135639 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034978583 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17959376 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06862956 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16804151 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054947104 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17400552 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04596555 ---Validation accuracy:--- 0.949 Validation Loss: 0.17012218 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.079022676 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15469885 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10788521 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16515402 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09288209 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16048074 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063180074 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16634186 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05804319 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16245173 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041895922 ---Validation accuracy:--- 0.951 Validation Loss: 0.16486242 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.090109274 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1750012 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025214355 ---Validation accuracy:--- 0.953 Validation Loss: 0.1595197 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10484062 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1530218 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09593132 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1536383 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.091208726 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17100106 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06453668 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15899007 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04955946 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14780019 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04720701 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Loss: 0.0503797 ---Validation accuracy:--- 0.955 Validation Loss: 0.15523769 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072954334 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16004863 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04560346 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15226595 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026329782 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16861482 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03347566 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17159939 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060681958 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16363637 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07504461 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16090594 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035927005 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16055642 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08058567 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16566804 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07126665 ---Validation accuracy:--- 0.952 Validation Loss: 0.15872815 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09945147 ---Validation accuracy:--- 0.945 Validation Loss: 0.18287155 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03281632 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17526196 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08071396 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15389845 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054939438 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1568462 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.12792419 ---Validation accuracy:--- 0.9268 Validation Loss: 0.23074317 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.038603276 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17849456 Epoch: 6 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0.17005496 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03905795 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15831661 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09327671 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15542576 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04174302 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16039634 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0380496 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16318765 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07863743 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17945708 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09564254 ---Validation accuracy:--- 0.932 Validation Loss: 0.21220873 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.10304373 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16762201 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09637481 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16011108 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028501758 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16755602 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06492069 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16018005 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07058869 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16921602 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12460701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17336774 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051028937 ---Validation accuracy:--- 0.9494 Validation Loss: 0.15835056 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034142718 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1779815 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07756605 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16151391 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060535844 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16205472 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030771274 ---Validation accuracy:--- 0.956 Validation Loss: 0.15288223 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10636273 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15904172 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048627328 ---Validation accuracy:--- 0.947 Validation Loss: 0.17852731 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04092521 ---Validation accuracy:--- 0.947 Validation Loss: 0.18035129 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06286414 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18831901 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.039078213 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17037927 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.083185695 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1708265 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.057575587 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16654268 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07899011 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16138303 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03628306 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17669356 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.048949663 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16816738 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04501608 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16551286 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19982228 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17746954 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07765119 ---Validation accuracy:--- 0.954 Validation Loss: 0.1622673 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04026258 ---Validation accuracy:--- 0.956 Validation Loss: 0.15964586 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.098865956 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16320893 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08571032 ---Validation accuracy:--- 0.954 Validation Loss: 0.16040786 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06095418 ---Validation accuracy:--- 0.951 Validation Loss: 0.17110747 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08610309 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18999812 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041784257 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18547922 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021476926 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16784368 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052037038 ---Validation accuracy:--- 0.95 Validation Loss: 0.16066149 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020210434 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18159872 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05466015 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1741873 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02555225 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17197637 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08361948 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20059356 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046864863 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16694929 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049194675 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16002387 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059301205 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17107248 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02684217 ---Validation accuracy:--- 0.953 Validation Loss: 0.16610345 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06058463 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25512904 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0820231 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16408066 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09647603 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18264739 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.096418746 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17572032 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13723181 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16528992 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.044354744 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1677159 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098222256 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15785679 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07922228 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17887653 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.096237585 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16415448 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06259739 ---Validation accuracy:--- 0.954 Validation Loss: 0.15103064 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08585139 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15366745 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.115806684 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1591488 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10904345 ---Validation accuracy:--- 0.952 Validation Loss: 0.16458 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047421694 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15187015 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047144648 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14979702 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07650335 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16544428 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09614712 ---Validation accuracy:--- 0.951 Validation Loss: 0.16463983 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050262164 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16575053 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17138281 ---Validation accuracy:--- 0.95 Validation Loss: 0.16321805 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04264539 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15436621 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08821733 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16404855 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05534109 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16301677 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.059915595 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15054655 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04075902 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1572478 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.10327496 ---Validation 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accuracy:--- 0.97 Training Loss: 0.0982465 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1659437 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.049218014 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1633197 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08837502 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17787841 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024152944 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16329707 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.111901395 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15337172 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06447787 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1522105 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06796903 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15952703 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.122728854 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15482122 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03529378 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15234555 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11539999 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16149239 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061958596 ---Validation accuracy:--- 0.953 Validation Loss: 0.16527405 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14973395 ---Validation accuracy:--- 0.933 Validation Loss: 0.22639658 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112087116 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1562738 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053420115 ---Validation accuracy:--- 0.953 Validation Loss: 0.16142565 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08505757 ---Validation accuracy:--- 0.95 Validation Loss: 0.16900341 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07225092 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17308298 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03915461 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15266469 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06936909 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1571083 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020517979 ---Validation accuracy:--- 0.9548 Validation Loss: 0.155702 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.060183443 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14777035 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.101565294 ---Validation accuracy:--- 0.955 Validation Loss: 0.15168954 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04559567 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14901139 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16172522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15732408 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08215452 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15488215 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07030056 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16207425 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028257737 ---Validation accuracy:--- 0.953 Validation Loss: 0.15359822 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08115063 ---Validation accuracy:--- 0.958 Validation Loss: 0.14506426 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053101324 ---Validation accuracy:--- 0.956 Validation Loss: 0.15514301 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08835003 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15831235 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05698943 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15403059 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04218003 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15953931 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035761718 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16102529 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027904067 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15936817 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12939256 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1813999 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.118149005 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1871761 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060605735 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18386677 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19767378 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24451762 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05716176 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17185742 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059791222 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1594553 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.097336456 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16717295 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.100003265 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15795596 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11651488 ---Validation accuracy:--- 0.9364 Validation Loss: 0.20824584 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16558653 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18218867 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15814224 ---Validation accuracy:--- 0.931 Validation Loss: 0.22968642 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08449909 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18120773 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043048922 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16673332 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047937952 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15549685 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0973243 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16091849 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10496357 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19067307 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12438629 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16525266 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05296068 ---Validation accuracy:--- 0.952 Validation Loss: 0.16301262 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.055178024 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16090363 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08105264 ---Validation accuracy:--- 0.955 Validation Loss: 0.15813962 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15870446 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17811683 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09388212 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16222453 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08264579 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16786046 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058799688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16806343 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1228479 ---Validation accuracy:--- 0.947 Validation Loss: 0.19380264 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114198096 ---Validation accuracy:--- 0.958 Validation Loss: 0.15142824 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14584507 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17298906 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052826457 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15728946 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.071757935 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16422512 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051110707 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1509912 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112277225 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15254131 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08941861 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14742348 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020357896 ---Validation accuracy:--- 0.956 Validation Loss: 0.14557068 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055209473 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14284644 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16662951 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15539406 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.042042818 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14401565 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040239867 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15949833 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19499375 ---Validation accuracy:--- 0.9446 Validation 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0.9532 Validation Loss: 0.16258511 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058394756 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1781514 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026952267 ---Validation accuracy:--- 0.957 Validation Loss: 0.16186881 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08464306 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16989419 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14002666 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20665 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08692541 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15894859 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.041049793 ---Validation accuracy:--- 0.956 Validation Loss: 0.15817918 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04781108 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1618945 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07684562 ---Validation 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0.07470416 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17461881 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07027764 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16234861 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036714982 ---Validation accuracy:--- 0.956 Validation Loss: 0.15296826 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.081951015 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15892336 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063709676 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15445578 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054689016 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16408934 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015777249 ---Validation accuracy:--- 0.956 Validation Loss: 0.15144834 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040169276 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15136467 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01763335 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14994639 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056400463 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15221101 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11426516 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17163748 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08081629 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16594318 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10523347 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17228213 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08570386 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1640435 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018586315 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17959082 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.1013519 ---Validation accuracy:--- 0.954 Validation Loss: 0.15184382 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036315173 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1508513 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07005807 ---Validation accuracy:--- 0.955 Validation Loss: 0.15018657 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07681526 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1543568 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027829155 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16132982 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03326362 ---Validation accuracy:--- 0.953 Validation Loss: 0.1701628 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060222376 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16852674 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07774497 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16842541 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061149612 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16643412 Epoch: 6 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Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03545113 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16748796 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054514244 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15441878 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06844749 ---Validation accuracy:--- 0.951 Validation Loss: 0.16351728 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08840933 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15894496 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02083806 ---Validation accuracy:--- 0.955 Validation Loss: 0.15773013 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06238104 ---Validation accuracy:--- 0.954 Validation Loss: 0.1589528 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08496977 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1579345 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054009076 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15142907 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02022354 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15421562 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04773141 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17299531 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06087353 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16811225 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16450453 ---Validation accuracy:--- 0.954 Validation Loss: 0.1751758 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05485422 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16147469 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05825574 ---Validation accuracy:--- 0.947 Validation Loss: 0.19113758 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06804171 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17128515 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060737923 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16401906 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.072139524 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16792153 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.124075614 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19935818 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15920839 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16773461 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044974834 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17350917 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056197 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15401293 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06638906 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1566984 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06244748 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16171731 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029829318 ---Validation 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Loss: 0.0991465 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16643141 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074972115 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1543264 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12102365 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15374245 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054648962 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1535 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045113422 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16896294 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03315726 ---Validation accuracy:--- 0.951 Validation Loss: 0.16733712 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0686518 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16538566 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06730803 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1603537 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024146218 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15205942 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026572324 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14954735 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05933215 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14885613 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17554027 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1602458 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21991993 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15712199 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14112967 ---Validation accuracy:--- 0.9582 Validation Loss: 0.16077916 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025384448 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15119004 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018227868 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15136263 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047335032 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1642364 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061915427 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16901907 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05321596 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16775906 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0881707 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17631175 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025674872 ---Validation accuracy:--- 0.95 Validation Loss: 0.17523089 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07391906 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18911128 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06754413 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2214822 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098406315 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17148352 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05047223 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16508159 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029107755 ---Validation accuracy:--- 0.927 Validation Loss: 0.25322032 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08576847 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18811777 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012027289 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1580495 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.076701194 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16395767 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06631041 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16560024 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023389682 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1812611 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08515177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17227452 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05351993 ---Validation accuracy:--- 0.95 Validation Loss: 0.18037623 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.074617475 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17784446 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.073053636 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18014239 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048870355 ---Validation accuracy:--- 0.957 Validation Loss: 0.15630351 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06253238 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15912461 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.079821035 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15890905 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04535484 ---Validation accuracy:--- 0.9562 Validation Loss: 0.165237 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10040787 ---Validation accuracy:--- 0.955 Validation Loss: 0.16094048 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.094785206 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17053497 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09994108 ---Validation accuracy:--- 0.956 Validation Loss: 0.1610625 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08869648 ---Validation accuracy:--- 0.9552 Validation Loss: 0.17233586 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0860162 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1636105 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06520162 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16277792 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04329627 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16286601 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08695293 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15091473 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08403637 ---Validation 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Loss: 0.051841278 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1674594 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055118438 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16763628 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031730313 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16860282 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08726252 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15469064 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13776505 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16569513 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07607047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15521355 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017039688 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1581197 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04997609 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1578574 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056994364 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1563349 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08518993 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1566689 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033648647 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16099802 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02078906 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1523486 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11986158 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16003732 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043863207 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15765654 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0817913 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15716732 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050115597 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16551387 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054431427 ---Validation accuracy:--- 0.953 Validation Loss: 0.15620366 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03343182 ---Validation accuracy:--- 0.955 Validation Loss: 0.16787726 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10457265 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17886227 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.119301274 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17241697 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047677446 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18334489 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060667247 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17175208 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12109773 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18045571 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03157446 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20347106 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02222123 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18935378 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05292426 ---Validation accuracy:--- 0.9552 Validation Loss: 0.17090176 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0458138 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1766008 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05947212 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15965396 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09680277 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16287255 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07367363 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15939529 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048831597 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17131849 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056680374 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1656442 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032792553 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16360159 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.046585817 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15734203 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060549323 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15875632 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08702652 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16846912 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08244991 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21454306 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11578451 ---Validation accuracy:--- 0.953 Validation Loss: 0.17741683 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13195479 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16904214 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027396439 ---Validation 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---Validation accuracy:--- 0.9546 Validation Loss: 0.15210198 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.064702645 ---Validation accuracy:--- 0.954 Validation Loss: 0.16373771 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033097044 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15568046 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059281923 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16647178 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22221176 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21751794 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.30595174 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21707211 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15310794 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17332542 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14792274 ---Validation accuracy:--- 0.955 Validation Loss: 0.15542439 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052444275 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15519324 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05000454 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1736308 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0824085 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1918071 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12887323 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16534139 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12665865 ---Validation accuracy:--- 0.951 Validation Loss: 0.17646433 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08167976 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16305746 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019262878 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1587906 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0707961 ---Validation accuracy:--- 0.953 Validation Loss: 0.16056284 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044923116 ---Validation accuracy:--- 0.956 Validation Loss: 0.15733054 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.106314704 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17429388 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06390168 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19812572 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20215172 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19680543 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06783025 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16322441 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17455235 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28040895 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.113166235 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2628947 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08068872 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18651047 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.28364044 ---Validation accuracy:--- 0.915 Validation Loss: 0.34475824 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10695188 ---Validation accuracy:--- 0.949 Validation Loss: 0.16643122 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.064354375 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17209697 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20591831 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17489167 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08942998 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19227387 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059392996 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16586868 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061048843 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15777646 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0824743 ---Validation accuracy:--- 0.956 Validation Loss: 0.15844457 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.089917585 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18310598 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05433167 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17855859 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13315637 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16657539 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04352643 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16082102 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02464022 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1593704 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14466356 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17391106 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027854253 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17280994 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0777777 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18627723 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04749286 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16382173 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16955654 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16929485 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035447285 ---Validation accuracy:--- 0.9516 Validation Loss: 0.166699 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050663386 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15290001 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047015637 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16381882 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.038052034 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16208683 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08606856 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17198078 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.15554595 ---Validation accuracy:--- 0.8946 Validation Loss: 0.34906825 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08385988 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17306441 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13690883 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16682564 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19544934 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16066185 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054108545 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15658404 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13027027 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17990422 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.073224716 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18552817 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024597617 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18731824 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05454624 ---Validation 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accuracy:--- 0.99 Training Loss: 0.06832016 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16338845 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.080502845 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16640154 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04073341 ---Validation accuracy:--- 0.957 Validation Loss: 0.15390073 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076422065 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15879656 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15818816 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18814474 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043447237 ---Validation accuracy:--- 0.951 Validation Loss: 0.17806144 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06307378 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16000222 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0566129 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18289377 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.053295802 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18617481 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1725606 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20116293 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.12287504 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19900425 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11612211 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19034897 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09785032 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17374057 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07003831 ---Validation accuracy:--- 0.951 Validation Loss: 0.17323828 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.045027796 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16423877 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10140443 ---Validation accuracy:--- 0.945 Validation 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0.059269886 ---Validation accuracy:--- 0.9536 Validation Loss: 0.158489 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049532324 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18008547 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08966033 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15314966 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16213214 ---Validation accuracy:--- 0.95 Validation Loss: 0.17450814 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.061460923 ---Validation accuracy:--- 0.956 Validation Loss: 0.15672138 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0781599 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17031404 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10095408 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1663317 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058085248 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15719028 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03843832 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1622879 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03884585 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16611612 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05275297 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1786172 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08983606 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1703993 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1885709 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19870819 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06852541 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15681162 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14658323 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15714952 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10252417 ---Validation accuracy:--- 0.946 Validation Loss: 0.18200329 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13338648 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2083843 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053442515 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16302432 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06913704 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15753238 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05221864 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15433921 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077988654 ---Validation accuracy:--- 0.95 Validation Loss: 0.17809343 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.038541593 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1759595 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061610688 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15602234 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048450913 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15650733 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0936723 ---Validation accuracy:--- 0.937 Validation Loss: 0.21319652 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03350333 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17422679 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06254589 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17401658 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1642372 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2012912 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035125446 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16091962 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.17264943 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15637839 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039578177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15812516 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07453637 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16446027 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.106718846 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18041043 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.051185288 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15852964 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028371809 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15306288 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03193932 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15418842 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06862083 ---Validation accuracy:--- 0.956 Validation Loss: 0.16173092 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.078861915 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16073994 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03269203 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1653413 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069396935 ---Validation accuracy:--- 0.958 Validation Loss: 0.15364024 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035997555 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1556346 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04677789 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17300928 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.076159805 ---Validation accuracy:--- 0.95 Validation Loss: 0.17609827 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040638942 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16845627 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10538495 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16012684 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04742489 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16155049 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11921968 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17663516 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08002038 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15489301 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056477815 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15720776 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08422987 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16755989 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03370792 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15517624 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023711883 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14670455 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.114158146 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15390663 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06589504 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1476419 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08104158 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15496947 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 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Training Loss: 0.10525818 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20306678 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05708805 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16798384 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030148815 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15895988 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06868058 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16621098 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.068063 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16077246 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04669743 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15991937 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016726386 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17071581 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0753562 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17567548 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03428146 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17412917 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07690698 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16849098 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05209056 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15475504 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.035720184 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1597121 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052740995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15415539 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18234104 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18177412 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09839398 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1590552 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.052079998 ---Validation accuracy:--- 0.956 Validation Loss: 0.15318947 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09603559 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16748713 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021749435 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15427539 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08526873 ---Validation accuracy:--- 0.945 Validation Loss: 0.18750647 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0555361 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15576443 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06976499 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15942281 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07864117 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15384963 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043010555 ---Validation accuracy:--- 0.948 Validation Loss: 0.17567037 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034488097 ---Validation accuracy:--- 0.9442 Validation Loss: 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Validation Loss: 0.16809186 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114366814 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16002646 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06861741 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17388369 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06661254 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15785271 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091459654 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16197108 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0999613 ---Validation accuracy:--- 0.9546 Validation Loss: 0.17214662 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11796707 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16632083 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021539398 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14724727 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.069723755 ---Validation 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Training Loss: 0.03336569 ---Validation accuracy:--- 0.954 Validation Loss: 0.15742435 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12372539 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16211112 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056999646 ---Validation accuracy:--- 0.957 Validation Loss: 0.16194753 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08888493 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20053537 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040648356 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18024419 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09608819 ---Validation accuracy:--- 0.953 Validation Loss: 0.15828815 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09017835 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15403353 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14225182 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1993132 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046970986 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18168482 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035511266 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16492593 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.114873 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16275977 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0533492 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15223198 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14119963 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14771718 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12230131 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15869741 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040513102 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14570513 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.064180166 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14447603 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07428122 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14105596 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065394804 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14010671 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05976279 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14522493 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052812375 ---Validation accuracy:--- 0.955 Validation Loss: 0.15624152 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025726443 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14857472 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.060010158 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16509537 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027291749 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15438233 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1275021 ---Validation accuracy:--- 0.9508 Validation Loss: 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Validation Loss: 0.20892261 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041669946 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1880796 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035717368 ---Validation accuracy:--- 0.943 Validation Loss: 0.20394795 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07965996 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17396353 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07923633 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18466754 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06391347 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17898607 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.030815434 ---Validation accuracy:--- 0.953 Validation Loss: 0.16754556 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03869283 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16557747 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.101716176 ---Validation 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Training Loss: 0.07279566 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16395254 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049778387 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15534063 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056383304 ---Validation accuracy:--- 0.955 Validation Loss: 0.1531729 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012713535 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15692507 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03315406 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15753224 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036007274 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15384492 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1160244 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16000178 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11927319 ---Validation accuracy:--- 0.958 Validation Loss: 0.15467608 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.107677005 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16144659 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07671221 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16583481 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.072544426 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19295573 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025927056 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16883287 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10559753 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15167634 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16134739 ---Validation accuracy:--- 0.925 Validation Loss: 0.25177613 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.066272765 ---Validation accuracy:--- 0.946 Validation Loss: 0.18882698 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052463245 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17803569 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04715678 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1623301 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041180097 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1606135 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025423001 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1642762 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.071360484 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1850946 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07684009 ---Validation accuracy:--- 0.946 Validation Loss: 0.19592778 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030466823 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1853958 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24937208 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2159129 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06306167 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19999754 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07818633 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16111374 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11213463 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1655272 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17848949 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17280085 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07694414 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18129262 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04268941 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16499825 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.096177906 ---Validation accuracy:--- 0.941 Validation Loss: 0.19793218 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052775517 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15406857 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06828893 ---Validation accuracy:--- 0.949 Validation Loss: 0.16501965 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046701603 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15053508 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09253928 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15199606 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07475335 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17466165 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.090922825 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16369866 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061585158 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1701911 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09456311 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15088062 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04911453 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16633135 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13463107 ---Validation 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0.058369648 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15191066 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03788917 ---Validation accuracy:--- 0.957 Validation Loss: 0.15129033 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03615007 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15447062 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10455989 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1603376 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0756239 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19116871 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12083268 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22257304 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06864431 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21210444 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07935891 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18298371 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052208945 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17984208 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028291369 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15340498 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07523893 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20872158 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10454989 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15394448 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09773053 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16101927 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06877689 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15006779 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06398449 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1780949 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031619955 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17702588 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09320352 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1521035 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043983188 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17226295 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057238653 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15639922 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08595006 ---Validation accuracy:--- 0.949 Validation Loss: 0.17742714 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036491193 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17903996 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08925257 ---Validation accuracy:--- 0.944 Validation Loss: 0.18941936 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08310303 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18854061 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0923551 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17811616 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042359933 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16352151 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08142747 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17066872 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042204484 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17565657 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.060718518 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1718275 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0417657 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1616124 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.092966445 ---Validation accuracy:--- 0.952 Validation Loss: 0.15733632 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052872676 ---Validation accuracy:--- 0.948 Validation Loss: 0.17508507 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21123095 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19078454 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09927236 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15649036 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08243242 ---Validation accuracy:--- 0.954 Validation Loss: 0.16349936 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0660317 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16429213 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015852522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15947627 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027418654 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16138436 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10010658 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17531218 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049122058 ---Validation accuracy:--- 0.951 Validation Loss: 0.16587026 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10327543 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16474023 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03912987 ---Validation accuracy:--- 0.947 Validation Loss: 0.18480673 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13330826 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18276273 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049556896 ---Validation accuracy:--- 0.946 Validation Loss: 0.18302834 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.094089836 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21357168 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045022763 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19579583 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089731604 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17985462 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050298676 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17210752 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11855912 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18978472 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026750682 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1652081 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05651536 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17199142 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13031234 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17206453 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058124337 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18696402 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110933 ---Validation accuracy:--- 0.952 Validation Loss: 0.1707231 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0848729 ---Validation accuracy:--- 0.953 Validation Loss: 0.1644935 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06844677 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16135791 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.116817206 ---Validation accuracy:--- 0.953 Validation Loss: 0.16878524 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07611851 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16127448 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057849206 ---Validation accuracy:--- 0.956 Validation Loss: 0.16067605 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021109318 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1566818 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015220064 ---Validation accuracy:--- 0.958 Validation Loss: 0.15268813 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02818831 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15087792 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14286074 ---Validation accuracy:--- 0.947 Validation Loss: 0.17568494 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06395623 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15991126 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.1720409 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20897925 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08736786 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17634268 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06480756 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15516739 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05611185 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17179348 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01551963 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15941893 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076200485 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15755248 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06490528 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15060245 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06633873 ---Validation accuracy:--- 0.955 Validation Loss: 0.15984692 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05593081 ---Validation accuracy:--- 0.948 Validation Loss: 0.17036329 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05417305 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18465482 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07102477 ---Validation accuracy:--- 0.948 Validation Loss: 0.17287752 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19150679 ---Validation accuracy:--- 0.955 Validation Loss: 0.1581909 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045891687 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17518802 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04102255 ---Validation accuracy:--- 0.955 Validation Loss: 0.15794258 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.201735 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16399285 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03326701 ---Validation accuracy:--- 0.956 Validation Loss: 0.14920115 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046645164 ---Validation accuracy:--- 0.958 Validation Loss: 0.14603214 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06429328 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16745767 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07801187 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16338201 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08173827 ---Validation accuracy:--- 0.957 Validation Loss: 0.15111937 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06012412 ---Validation accuracy:--- 0.951 Validation Loss: 0.16857049 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.059092097 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1657913 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.083774135 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17202754 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14036587 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16165303 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0442776 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15650383 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06948981 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1558786 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110226214 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15676321 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.06065282 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14529233 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047721233 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14583524 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08571315 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14938326 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02685169 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14955945 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030756252 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15133926 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054056503 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16637254 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0855559 ---Validation accuracy:--- 0.95 Validation Loss: 0.16899101 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05796938 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14887646 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034579102 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14390838 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033979096 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15827739 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015731758 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16048956 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041499224 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14485253 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03500864 ---Validation accuracy:--- 0.955 Validation Loss: 0.14621244 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025676627 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14700104 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05969713 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16617918 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07724189 ---Validation accuracy:--- 0.957 Validation Loss: 0.14665234 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047070228 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15634868 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056311898 ---Validation accuracy:--- 0.956 Validation Loss: 0.14978999 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1643602 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16877535 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08867195 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18973581 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.093337476 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15607232 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062883876 ---Validation accuracy:--- 0.956 Validation Loss: 0.15995768 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027100641 ---Validation accuracy:--- 0.958 Validation Loss: 0.15006994 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.083649404 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15100859 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034470424 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14665192 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062225167 ---Validation accuracy:--- 0.95 Validation Loss: 0.17536806 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09980845 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18565388 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06370514 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17563698 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04911315 ---Validation accuracy:--- 0.9516 Validation Loss: 0.174583 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023086771 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15794273 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.095110744 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16187792 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08624932 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16357183 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08418273 ---Validation accuracy:--- 0.955 Validation Loss: 0.16009186 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21177584 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16519456 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13865584 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1591198 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06129034 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15761606 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084609985 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18156551 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.067713045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17044897 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054750185 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1631578 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033350807 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17211264 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028298097 ---Validation accuracy:--- 0.933 Validation Loss: 0.23672026 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.067801714 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1591266 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13900928 ---Validation accuracy:--- 0.956 Validation Loss: 0.14696983 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015977275 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14754978 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07325403 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14954612 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07214299 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16622125 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.108602285 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18438965 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0830368 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1561878 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0813231 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16212507 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039584246 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16031225 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04631352 ---Validation accuracy:--- 0.951 Validation Loss: 0.17415205 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07754309 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16396764 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02236328 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15272808 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08637074 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15689354 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04796335 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1538897 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021792222 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15161528 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05187183 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1666839 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.109032154 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16436501 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18122415 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21357615 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.058283024 ---Validation accuracy:--- 0.957 Validation Loss: 0.15632732 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.078358606 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15719743 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.070790246 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15404671 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035152778 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15618491 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16127053 ---Validation accuracy:--- 0.955 Validation Loss: 0.15864375 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079310976 ---Validation accuracy:--- 0.954 Validation Loss: 0.1628573 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07291847 ---Validation accuracy:--- 0.9538 Validation Loss: 0.160946 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023820128 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16298158 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042399 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17764717 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.105597936 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17570752 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.081875935 ---Validation accuracy:--- 0.949 Validation Loss: 0.1753363 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0841436 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1650466 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111091614 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1638447 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08420092 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15679705 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023601193 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1665477 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10604626 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16507734 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04533422 ---Validation accuracy:--- 0.955 Validation Loss: 0.15794574 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06870611 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17829712 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04513799 ---Validation accuracy:--- 0.947 Validation Loss: 0.18601273 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091536455 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17235106 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051122293 ---Validation accuracy:--- 0.953 Validation Loss: 0.16953354 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16677275 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18444943 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14495331 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15405709 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022744305 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15507892 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12773164 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16540512 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07836898 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19408476 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.11670767 ---Validation accuracy:--- 0.948 Validation Loss: 0.18155907 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037417177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16097583 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025517898 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16069677 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031186547 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15487924 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051369764 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16154881 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023347769 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15309116 Epoch: 7 ---Training accuracy:--- 0.99 Training 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0.99 Training Loss: 0.05773577 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15131058 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06465701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17017165 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027009191 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14854842 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0661892 ---Validation accuracy:--- 0.955 Validation Loss: 0.15278971 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06835118 ---Validation accuracy:--- 0.958 Validation Loss: 0.1465699 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097377814 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15227593 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061004225 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16088185 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030215308 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14879505 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06612324 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15269326 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019959515 ---Validation accuracy:--- 0.957 Validation Loss: 0.14742428 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07213471 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15168323 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050062343 ---Validation accuracy:--- 0.956 Validation Loss: 0.15133713 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09073418 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15501806 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053727914 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16232869 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.064621896 ---Validation accuracy:--- 0.9416 Validation Loss: 0.18873137 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028178114 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17781766 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05573642 ---Validation accuracy:--- 0.946 Validation Loss: 0.1783291 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0446171 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15910529 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09118792 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15655184 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13693222 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15091784 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024155963 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14997607 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03858342 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15263663 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06508135 ---Validation accuracy:--- 0.955 Validation Loss: 0.15599208 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.116217196 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17772679 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053774633 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17925574 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025038395 ---Validation accuracy:--- 0.948 Validation Loss: 0.18846795 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13212942 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16928677 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014404356 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16621678 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052334175 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17619288 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024811514 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17512976 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06383273 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20035577 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14621058 ---Validation accuracy:--- 0.957 Validation Loss: 0.15797137 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061927337 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15967946 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051476426 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16807364 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084079 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18695238 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0384118 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17203844 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061477233 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20531851 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14169128 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19667493 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12735386 ---Validation accuracy:--- 0.955 Validation Loss: 0.1628333 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.10520011 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17419688 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12038207 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15584768 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.116811685 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19580504 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04793669 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17584926 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.123883225 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2062457 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119368136 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21620297 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053028442 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16751847 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057237033 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1638823 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03498922 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15377851 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039128724 ---Validation accuracy:--- 0.958 Validation Loss: 0.15252043 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04856672 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15375915 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031690575 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1485654 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13092542 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17756031 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056334306 ---Validation accuracy:--- 0.952 Validation Loss: 0.17601885 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10207274 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16215047 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12839647 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15583031 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04581406 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15987222 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014645665 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14912313 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03782793 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14258143 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04724637 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1699057 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089872934 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1863852 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012674445 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1652117 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08340218 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1688137 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07254775 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16471271 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04544692 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19016682 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065443166 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15404424 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06502228 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15466087 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.066877864 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16581486 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0497647 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1497263 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037847284 ---Validation accuracy:--- 0.957 Validation Loss: 0.15084514 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039891146 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18193147 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15712777 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17054182 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15921642 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19545196 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08510311 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15845175 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06520725 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16052756 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14633062 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15296562 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08700785 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15895928 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030782964 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16299328 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06103463 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18450701 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032502554 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16141744 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12655641 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19182298 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019427609 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15117078 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0371221 ---Validation accuracy:--- 0.955 Validation Loss: 0.15998158 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068829656 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1541747 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030914046 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16489285 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072443075 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15660815 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040266838 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1619293 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.093199246 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15989617 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053846143 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15933812 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033604532 ---Validation accuracy:--- 0.957 Validation Loss: 0.15875572 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069033295 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1533149 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058189813 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16791093 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.083146505 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16018037 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06044961 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16058776 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06540415 ---Validation accuracy:--- 0.955 Validation Loss: 0.1571967 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10434288 ---Validation 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Loss: 0.04702026 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16415265 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051023472 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17836022 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14979425 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2340822 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017511182 ---Validation accuracy:--- 0.954 Validation Loss: 0.1769999 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054924823 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19586246 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1335209 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17332809 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.072173506 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16836429 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03319846 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1605169 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07656122 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17303972 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1402217 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19927976 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11426494 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17781483 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051623277 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15896738 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036359835 ---Validation accuracy:--- 0.942 Validation Loss: 0.19618438 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059818916 ---Validation accuracy:--- 0.938 Validation Loss: 0.2045035 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029480295 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1604431 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0440425 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15801215 Epoch: 8 ---Training 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8 ---Training accuracy:--- 0.99 Training Loss: 0.030560968 ---Validation accuracy:--- 0.955 Validation Loss: 0.1643102 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027395511 ---Validation accuracy:--- 0.957 Validation Loss: 0.15875065 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09630224 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15410303 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08282657 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14983824 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14220117 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18139444 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0761477 ---Validation accuracy:--- 0.9574 Validation Loss: 0.16798294 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12051319 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19918896 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043846823 ---Validation accuracy:--- 0.9576 Validation Loss: 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Validation Loss: 0.166683 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.073811434 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15881301 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036713876 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16873147 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029501475 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16034296 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028831 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15648423 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048087988 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16665821 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08206228 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15563098 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034262516 ---Validation accuracy:--- 0.955 Validation Loss: 0.1623823 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015724447 ---Validation 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0.052034635 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18524268 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.044710603 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15676296 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03643714 ---Validation accuracy:--- 0.955 Validation Loss: 0.163979 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14837494 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17388636 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11708236 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15462309 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04666667 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17202464 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039238483 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17211655 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.047631014 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16991785 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11027714 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20212322 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057804573 ---Validation accuracy:--- 0.952 Validation Loss: 0.16843152 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.047126226 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15998587 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039394498 ---Validation accuracy:--- 0.955 Validation Loss: 0.16429077 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05935358 ---Validation accuracy:--- 0.954 Validation Loss: 0.16455708 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036703933 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14943774 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06970054 ---Validation accuracy:--- 0.955 Validation Loss: 0.16036318 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028637528 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16077805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022195728 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1694323 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07300881 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1614446 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020702668 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16644028 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.084101394 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1694083 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03405435 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16032633 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036429707 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15216501 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10118093 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1563891 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09578809 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14852203 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08861385 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16024292 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10079138 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16274014 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.074529976 ---Validation accuracy:--- 0.953 Validation Loss: 0.16437586 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07172367 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17173216 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06270888 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1619268 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048000026 ---Validation accuracy:--- 0.956 Validation Loss: 0.16013235 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04391631 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1801202 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046906866 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1915612 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019674912 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16453435 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22051047 ---Validation accuracy:--- 0.951 Validation Loss: 0.17340554 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052650806 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1652531 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11658032 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16812138 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07611188 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18754292 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07213538 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16165893 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014214506 ---Validation accuracy:--- 0.9562 Validation Loss: 0.156067 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05461408 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16246706 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04377127 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15968424 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03800752 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15541127 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.072597586 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15766242 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.095289506 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17318255 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090886936 ---Validation accuracy:--- 0.956 Validation Loss: 0.1547652 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040837325 ---Validation accuracy:--- 0.956 Validation Loss: 0.15139544 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02605228 ---Validation accuracy:--- 0.957 Validation Loss: 0.15244997 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02998291 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16086704 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058559503 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16087408 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07742239 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15825772 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09580469 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19614305 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082756996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15034126 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0529321 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17065376 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046926185 ---Validation accuracy:--- 0.9536 Validation Loss: 0.163104 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07807287 ---Validation accuracy:--- 0.955 Validation Loss: 0.15667024 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026518386 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Loss: 0.049237747 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15834856 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032168984 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15119511 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044036444 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1614411 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05175234 ---Validation accuracy:--- 0.95 Validation Loss: 0.17658056 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051729355 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15526412 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10386381 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15722947 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014257856 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16152957 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086701505 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16076319 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042049088 ---Validation accuracy:--- 0.955 Validation Loss: 0.15375833 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055156175 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15481861 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030972624 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15058616 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07765621 ---Validation accuracy:--- 0.951 Validation Loss: 0.17359571 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050879825 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17375298 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052392103 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1716712 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08216564 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16762781 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03144686 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17203857 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10183584 ---Validation accuracy:--- 0.95 Validation Loss: 0.17021362 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039579142 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16787504 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.087968566 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15714957 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031856995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15711886 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09002243 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19337791 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052913733 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15639344 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018197143 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15844582 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0133117465 ---Validation accuracy:--- 0.953 Validation Loss: 0.15914606 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038238607 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1715313 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08741995 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15971199 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12935147 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15603384 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044231452 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15515906 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04307103 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1600937 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07039544 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15919511 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0953677 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17658076 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09726875 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17505561 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04526326 ---Validation accuracy:--- 0.955 Validation Loss: 0.15755716 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07166978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16677822 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028211415 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16279088 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10347421 ---Validation accuracy:--- 0.956 Validation Loss: 0.16231239 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023146724 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16294372 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031963028 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1601085 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0679249 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15490973 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06406448 ---Validation 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0.024189072 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15884921 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07285843 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16952376 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03647299 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18527003 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04222636 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15353155 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065360926 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1815745 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013719816 ---Validation accuracy:--- 0.961 Validation Loss: 0.14802183 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12218332 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16206972 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028563056 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16198005 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14214446 ---Validation accuracy:--- 0.9142 Validation Loss: 0.33081207 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.098265484 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19563074 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030908331 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16574782 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06908081 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15955341 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115838565 ---Validation accuracy:--- 0.957 Validation Loss: 0.15629995 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02977726 ---Validation accuracy:--- 0.959 Validation Loss: 0.15098242 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1169666 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1559036 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025991356 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16336697 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10288859 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15977551 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.036490105 ---Validation accuracy:--- 0.954 Validation Loss: 0.16694728 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08153633 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15430218 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039218362 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15645337 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026825516 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15696436 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039205164 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15086927 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07756152 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18683872 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04692912 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19780606 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072903655 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18988486 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016242702 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17694135 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.05502364 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17961946 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032813154 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24894543 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05956856 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1718695 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01525557 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17860733 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07857647 ---Validation accuracy:--- 0.953 Validation Loss: 0.17744905 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08329289 ---Validation accuracy:--- 0.953 Validation Loss: 0.17602764 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15112048 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1976092 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.065291755 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18870184 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019133493 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18167199 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04913996 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19404651 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016942903 ---Validation accuracy:--- 0.9412 Validation Loss: 0.1969116 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044200335 ---Validation accuracy:--- 0.954 Validation Loss: 0.16820003 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01431117 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16776833 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.090055466 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16470093 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06875065 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19372372 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04559534 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18292262 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05716901 ---Validation accuracy:--- 0.95 Validation Loss: 0.16817707 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007829336 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1661816 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028935222 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19247825 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19271126 ---Validation accuracy:--- 0.934 Validation Loss: 0.24123931 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043330923 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17618103 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048442997 ---Validation 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---Validation accuracy:--- 0.9532 Validation Loss: 0.16213264 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031805467 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15796492 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13566346 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15523647 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068202965 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16497226 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062633045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17587274 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025999803 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20651865 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055018324 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1736376 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038064048 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16447559 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04332965 ---Validation accuracy:--- 0.947 Validation Loss: 0.19147761 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03753036 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16878472 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08972833 ---Validation accuracy:--- 0.954 Validation Loss: 0.15951706 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10747757 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16517717 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040692672 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16516826 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07675175 ---Validation accuracy:--- 0.95 Validation Loss: 0.16709973 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058262926 ---Validation accuracy:--- 0.954 Validation Loss: 0.15816255 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10708796 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1528124 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05539174 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16392682 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08634394 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16934393 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06688121 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15428878 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07204474 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15600441 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041293785 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1568776 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07016775 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17593774 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10148174 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16584128 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050524376 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1568329 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024103394 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14909841 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05133816 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15047029 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039452318 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15356226 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063847266 ---Validation accuracy:--- 0.958 Validation Loss: 0.14789347 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04228342 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17393175 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.06999325 ---Validation accuracy:--- 0.956 Validation Loss: 0.15930164 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028360035 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16663714 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04171426 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18604828 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.048361193 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17648791 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08027183 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16485958 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.039158747 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16670716 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08029263 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15577717 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1071399 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18041195 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103931636 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15168655 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03307973 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15024923 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08999007 ---Validation accuracy:--- 0.949 Validation Loss: 0.18321063 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033757675 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15493216 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15469746 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22916055 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17796059 ---Validation accuracy:--- 0.903 Validation Loss: 0.33949834 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.105021805 ---Validation accuracy:--- 0.936 Validation Loss: 0.236571 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.060786504 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18334335 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13585277 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17674369 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06456297 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17295395 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05207525 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1664059 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03243878 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16730657 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037614617 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15763791 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08786347 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17325547 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049214758 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1810628 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038374174 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17067312 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060586315 ---Validation accuracy:--- 0.953 Validation Loss: 0.17400913 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11882923 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17989206 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.080504894 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Loss: 0.083522536 ---Validation accuracy:--- 0.957 Validation Loss: 0.15985897 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04037544 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1651233 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037433732 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15463248 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10634386 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15812054 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034864545 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14769667 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.050969765 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15060104 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06844179 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18351845 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038405072 ---Validation accuracy:--- 0.954 Validation Loss: 0.16061683 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04784168 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16463979 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050726153 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15374908 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11754931 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14750573 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044737067 ---Validation accuracy:--- 0.954 Validation Loss: 0.15702417 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025783189 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15940088 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015825689 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17065449 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.064648844 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17127821 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031909347 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17067489 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19129705 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15651427 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0936098 ---Validation accuracy:--- 0.951 Validation Loss: 0.1668325 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04457102 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15580922 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025770338 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16066527 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033491336 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16559714 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0902005 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15343213 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07529927 ---Validation accuracy:--- 0.952 Validation Loss: 0.16122892 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01898191 ---Validation accuracy:--- 0.948 Validation Loss: 0.18126214 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03286746 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15424308 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03458922 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1519534 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0961348 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17687915 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09092703 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16669297 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05221569 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21374275 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18276185 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21531714 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07134182 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1967649 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06130252 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19326825 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07788943 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1767132 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04112371 ---Validation accuracy:--- 0.951 Validation Loss: 0.17151614 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05232706 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17372477 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06448092 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15733784 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07060885 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15910845 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09201231 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17115138 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07058182 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19497244 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032210365 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15544824 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.089252606 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17713298 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072515324 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16446452 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06651973 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16043094 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029481528 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17348203 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0346642 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15392902 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04846861 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14963587 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085149504 ---Validation accuracy:--- 0.956 Validation Loss: 0.15504739 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0317682 ---Validation 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0.045448586 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972311 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062242724 ---Validation accuracy:--- 0.957 Validation Loss: 0.15496853 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13649516 ---Validation accuracy:--- 0.956 Validation Loss: 0.15556909 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07897717 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16384447 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08464269 ---Validation accuracy:--- 0.959 Validation Loss: 0.15080506 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12140006 ---Validation accuracy:--- 0.954 Validation Loss: 0.15824468 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061624743 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15372129 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10101013 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14254336 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12295994 ---Validation accuracy:--- 0.956 Validation Loss: 0.14658083 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053053662 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15781313 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054215837 ---Validation accuracy:--- 0.957 Validation Loss: 0.14726892 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.097187765 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15266033 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07189913 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15117505 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043057054 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14900711 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014405405 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14988205 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15294302 ---Validation accuracy:--- 0.956 Validation Loss: 0.14798957 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025218861 ---Validation accuracy:--- 0.957 Validation Loss: 0.14856826 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063081175 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15853584 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05935735 ---Validation accuracy:--- 0.96 Validation Loss: 0.14428306 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13428743 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15917344 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06024929 ---Validation accuracy:--- 0.955 Validation Loss: 0.15548176 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1329567 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15332139 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09591963 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1534076 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055975746 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16842838 Epoch: 8 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0.16701557 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04814094 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15078631 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09225935 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18629003 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09409359 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17043887 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05708836 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16264164 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07921002 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1652894 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03402785 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19008741 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027333615 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1651062 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034744605 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15605377 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04774978 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16549316 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.071165845 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17863247 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11164637 ---Validation accuracy:--- 0.954 Validation Loss: 0.16790609 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23837343 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15883929 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12336244 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14939295 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1960434 ---Validation accuracy:--- 0.9488 Validation Loss: 0.182706 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05318077 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16366836 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04925932 ---Validation 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0.0194595 ---Validation accuracy:--- 0.9528 Validation Loss: 0.155894 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11094264 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15439427 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012832999 ---Validation accuracy:--- 0.953 Validation Loss: 0.16202538 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0890353 ---Validation accuracy:--- 0.939 Validation Loss: 0.21354315 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.062177382 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14828809 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14730486 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19172646 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24603896 ---Validation accuracy:--- 0.9202 Validation Loss: 0.25607145 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07159746 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20372029 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053224787 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15579751 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1434222 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15155159 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055149537 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14476544 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075325325 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15557842 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055642996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15490623 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07003749 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15966822 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04220491 ---Validation accuracy:--- 0.958 Validation Loss: 0.1491572 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05095769 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14865877 Epoch: 8 ---Training 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8 ---Training accuracy:--- 0.99 Training Loss: 0.05167895 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18851086 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0635862 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16516401 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07582746 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16146456 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.058000647 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15205881 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0343329 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18763264 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09923485 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1430385 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.041567434 ---Validation accuracy:--- 0.953 Validation Loss: 0.15939948 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058804054 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16432206 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05582796 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17212966 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10830887 ---Validation accuracy:--- 0.951 Validation Loss: 0.17117022 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.020972073 ---Validation accuracy:--- 0.956 Validation Loss: 0.15000919 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06257582 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1696681 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057037197 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15142949 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018112056 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1499329 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05932007 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1491394 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065829955 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1659761 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050268296 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14816941 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025666546 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1553923 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14491005 ---Validation accuracy:--- 0.945 Validation Loss: 0.18667012 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02911701 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16884752 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017826088 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15671647 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033676494 ---Validation accuracy:--- 0.958 Validation Loss: 0.14996994 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05496827 ---Validation accuracy:--- 0.955 Validation Loss: 0.15303239 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035248533 ---Validation 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0.99 Training Loss: 0.06568685 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15067141 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055939466 ---Validation accuracy:--- 0.96 Validation Loss: 0.14344738 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028845191 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14854844 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031550016 ---Validation accuracy:--- 0.958 Validation Loss: 0.14631666 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.124939874 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15220173 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023349963 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1633079 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07328348 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1701693 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09230295 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17538376 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028831841 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16024773 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.097767785 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15537532 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16171762 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20726186 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025793321 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16987985 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036944993 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17296739 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03444133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16821063 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028429484 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16015236 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07972404 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16763806 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05303998 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14652729 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10686177 ---Validation accuracy:--- 0.957 Validation Loss: 0.15157725 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0445527 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15003939 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026382795 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13843817 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074251354 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14330447 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.052531384 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14907478 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056517195 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15033577 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016179143 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15128513 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014802099 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14832984 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03659113 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15444511 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033654384 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1491154 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048310366 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14834715 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060799588 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16299246 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055131923 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16235368 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02186077 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17778207 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022978237 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14960133 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09709991 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16227098 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019266477 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15649197 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05442844 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16491118 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.050702047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15338333 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07385503 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15095334 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057046376 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15104067 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061873022 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17635207 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061367154 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18777294 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028845396 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15634751 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04351144 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18056619 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12079228 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24546282 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.14837708 ---Validation accuracy:--- 0.927 Validation Loss: 0.2465898 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055836383 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1554165 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10895933 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25807396 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09915045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16107899 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057953287 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15712385 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032229446 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15101162 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10029499 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14750743 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04242764 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15929727 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057963774 ---Validation accuracy:--- 0.959 Validation Loss: 0.15387112 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0768353 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1640039 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04513644 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14716873 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054657407 ---Validation accuracy:--- 0.958 Validation Loss: 0.1490335 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046854686 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1478574 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1489184 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15362382 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0757313 ---Validation accuracy:--- 0.959 Validation Loss: 0.15131316 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.088594034 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16433038 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049851246 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14301768 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031830672 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14348738 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06518295 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14841418 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045658216 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15860797 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16035351 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14764054 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.053316996 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1658598 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03421657 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15720473 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07174299 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15265612 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018910274 ---Validation accuracy:--- 0.957 Validation Loss: 0.15589875 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14809288 ---Validation accuracy:--- 0.962 Validation Loss: 0.14415278 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09632118 ---Validation accuracy:--- 0.946 Validation Loss: 0.1828216 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04931024 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17036471 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.064422555 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1655909 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11322825 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16720876 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.053080034 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16179629 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.079257615 ---Validation accuracy:--- 0.953 Validation Loss: 0.16377376 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07833083 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1780283 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10843259 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16436772 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07159394 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14943099 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.09446798 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15896858 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06236735 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16199942 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13831085 ---Validation accuracy:--- 0.948 Validation Loss: 0.18123181 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046869192 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18908305 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09920496 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16109785 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.060984783 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16143738 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020626307 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14979698 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016303232 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15364374 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13547733 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1532778 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034428414 ---Validation accuracy:--- 0.956 Validation Loss: 0.154378 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03643066 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14943142 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12709798 ---Validation accuracy:--- 0.958 Validation Loss: 0.15228395 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11239626 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14552027 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13109028 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1502148 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07340853 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16494356 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1000408 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16816898 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13588558 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22619873 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10784143 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17566422 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046953715 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1561885 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025224524 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1512044 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04833539 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14647616 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06740392 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15211193 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054565832 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14977598 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02974723 ---Validation accuracy:--- 0.959 Validation Loss: 0.15149362 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09759579 ---Validation accuracy:--- 0.958 Validation Loss: 0.1495305 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035157274 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15703803 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049908675 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15835014 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040115666 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15823345 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056202576 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16503273 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030001698 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15994209 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04243649 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1520756 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10108768 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16220653 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04657774 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15748245 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02851316 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1469238 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05111289 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14703548 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.072146274 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16764441 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018482747 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14710173 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058425847 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15400857 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08766189 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15099801 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023610432 ---Validation accuracy:--- 0.961 Validation Loss: 0.14671735 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051889163 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16365613 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07146003 ---Validation accuracy:--- 0.9584 Validation Loss: 0.16045505 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06713137 ---Validation accuracy:--- 0.941 Validation Loss: 0.2176942 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06601779 ---Validation accuracy:--- 0.945 Validation Loss: 0.19249274 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028365593 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17877957 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045217175 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16900714 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.081754714 ---Validation accuracy:--- 0.937 Validation Loss: 0.21526171 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.12871583 ---Validation accuracy:--- 0.955 Validation Loss: 0.16391756 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04613537 ---Validation accuracy:--- 0.954 Validation Loss: 0.17283823 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06748748 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18670046 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1593978 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21498159 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.056422137 ---Validation accuracy:--- 0.95 Validation Loss: 0.16951454 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029778423 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15677159 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017952805 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15937063 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07670501 ---Validation accuracy:--- 0.955 Validation Loss: 0.15079023 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09992805 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14315559 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11535109 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17683166 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01748493 ---Validation accuracy:--- 0.954 Validation Loss: 0.170322 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09400878 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18196689 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07267789 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16692239 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013668354 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16931413 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03856038 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1605105 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10453639 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16993049 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08736778 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1607191 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.061316527 ---Validation accuracy:--- 0.956 Validation Loss: 0.15915677 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054084476 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15099439 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10789261 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16263005 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05819019 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15481098 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06809444 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16297202 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04951643 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1575704 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09229368 ---Validation accuracy:--- 0.948 Validation Loss: 0.1816553 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.111562654 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16627339 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05495036 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17219579 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13739002 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1798282 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04985396 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16947672 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01913247 ---Validation accuracy:--- 0.953 Validation Loss: 0.16207305 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13944192 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16147529 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054573298 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16176537 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02241065 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16049278 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08936321 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15670267 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042318203 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15560836 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091315 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1530829 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049878076 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15512191 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04465728 ---Validation accuracy:--- 0.956 Validation Loss: 0.14416766 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021011176 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14558172 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09312786 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16149454 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026960652 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1441246 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07524629 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16067022 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08612688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15993541 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14703004 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1682267 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07725345 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15573686 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042328022 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16899376 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029497452 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15619294 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.094241984 ---Validation accuracy:--- 0.9578 Validation Loss: 0.16432817 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053089455 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15099633 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01651876 ---Validation accuracy:--- 0.958 Validation Loss: 0.15478554 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047066435 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15669598 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16680568 ---Validation accuracy:--- 0.957 Validation Loss: 0.16381958 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0680271 ---Validation accuracy:--- 0.955 Validation Loss: 0.1616591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054769862 ---Validation accuracy:--- 0.955 Validation Loss: 0.15997726 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09931931 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17986594 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028674856 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16537891 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06745908 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17127076 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034683276 ---Validation accuracy:--- 0.96 Validation Loss: 0.15273798 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034315564 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1539669 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039650597 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15151198 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03130993 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15029612 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.13905294 ---Validation accuracy:--- 0.943 Validation Loss: 0.18411754 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08757353 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16043979 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032886654 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15430935 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021418324 ---Validation accuracy:--- 0.955 Validation Loss: 0.16194057 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04090632 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16001074 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09651136 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14878151 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.089079015 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14552534 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027238764 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14542846 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06616457 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1487112 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045399047 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16441385 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12724228 ---Validation accuracy:--- 0.947 Validation Loss: 0.19915536 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034094676 ---Validation accuracy:--- 0.952 Validation Loss: 0.17619047 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037649866 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19507831 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062807605 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1760127 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037919782 ---Validation accuracy:--- 0.951 Validation Loss: 0.1926658 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03883559 ---Validation accuracy:--- 0.953 Validation Loss: 0.17521101 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05247382 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16920072 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027740365 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17471474 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039159287 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2146933 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08268239 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20852138 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025392072 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17165795 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07287932 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19032036 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021991517 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18276289 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07211633 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17591211 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042857103 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1719117 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09295643 ---Validation accuracy:--- 0.947 Validation Loss: 0.20245428 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.082227476 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16824609 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03877271 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15632565 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03178441 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15627967 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043875393 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15336226 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.105074584 ---Validation accuracy:--- 0.951 Validation Loss: 0.16630277 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05603931 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15819445 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.100667626 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20513831 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02446794 ---Validation accuracy:--- 0.959 Validation Loss: 0.14757338 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023217067 ---Validation accuracy:--- 0.9596 Validation Loss: 0.146034 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.030681577 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14542474 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.12712784 ---Validation accuracy:--- 0.947 Validation Loss: 0.19298105 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049278326 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19749364 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11813115 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19289882 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01847404 ---Validation accuracy:--- 0.953 Validation Loss: 0.15988557 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053741578 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16654524 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050381042 ---Validation accuracy:--- 0.949 Validation Loss: 0.17293546 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16767237 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19782522 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047051433 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17877574 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028428042 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16564034 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01968138 ---Validation accuracy:--- 0.9596 Validation Loss: 0.15328343 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063313775 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1590833 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03529048 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15509935 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05655776 ---Validation accuracy:--- 0.958 Validation Loss: 0.14996664 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16425847 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16909213 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026477318 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1774254 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0473869 ---Validation accuracy:--- 0.952 Validation Loss: 0.16747259 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039805852 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16204119 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025935164 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15314056 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06721937 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1585276 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0746103 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15330398 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.117937945 ---Validation accuracy:--- 0.9532 Validation Loss: 0.179089 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12440614 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18274802 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021716438 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17841709 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.121258825 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1721106 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053731374 ---Validation accuracy:--- 0.955 Validation Loss: 0.15682007 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06420828 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16188164 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03866923 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15311228 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035697207 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15397641 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037221793 ---Validation accuracy:--- 0.958 Validation Loss: 0.1490785 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020788353 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1667496 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08809229 ---Validation 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Loss: 0.07370803 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14865084 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08294154 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15626104 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060285147 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15650176 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01411418 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15633276 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04077668 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16028932 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0495101 ---Validation accuracy:--- 0.956 Validation Loss: 0.1579672 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020927094 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16079834 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018621512 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16591586 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015261383 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16919138 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067526594 ---Validation accuracy:--- 0.949 Validation Loss: 0.17954282 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026372515 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1619154 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029448818 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16693647 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058082245 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17848614 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07275766 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16173823 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040640883 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16725652 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063799895 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16031168 Epoch: 9 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0.1739655 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11266617 ---Validation accuracy:--- 0.955 Validation Loss: 0.1568504 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03753014 ---Validation accuracy:--- 0.953 Validation Loss: 0.15941925 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08745625 ---Validation accuracy:--- 0.952 Validation Loss: 0.15880984 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.093823284 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16200253 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047665853 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1526523 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.078162536 ---Validation accuracy:--- 0.955 Validation Loss: 0.15353349 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05485763 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15436733 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08632349 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18652557 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02672955 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17352676 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041319262 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15137939 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0763663 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1723783 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13759454 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16372827 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12357788 ---Validation accuracy:--- 0.9572 Validation Loss: 0.148867 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036419716 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15509145 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042720415 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16188312 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08284815 ---Validation 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Training Loss: 0.13906108 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15700372 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02263082 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15473853 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05387557 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17936096 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057742763 ---Validation accuracy:--- 0.95 Validation Loss: 0.17264527 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033063572 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1670151 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07881392 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15844926 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078613594 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1629813 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07152125 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16526555 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11782811 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19665502 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.069405474 ---Validation accuracy:--- 0.955 Validation Loss: 0.16066763 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035108723 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17600597 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.080629975 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17300113 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.080632545 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16189265 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06105036 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16539983 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.038917616 ---Validation accuracy:--- 0.954 Validation Loss: 0.15940167 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03324629 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15992774 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043708052 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16857514 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0850587 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15470722 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07299093 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15000182 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119344756 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16342105 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08424766 ---Validation accuracy:--- 0.9534 Validation Loss: 0.169726 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07456375 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17164235 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050069116 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17042798 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08057913 ---Validation accuracy:--- 0.951 Validation 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0.9576 Validation Loss: 0.15145375 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015140312 ---Validation accuracy:--- 0.958 Validation Loss: 0.15065485 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028408904 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15622939 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06912105 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15955967 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042170815 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17348991 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09711702 ---Validation accuracy:--- 0.9466 Validation Loss: 0.204723 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.048954476 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16774267 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08162543 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14816593 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.091056444 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0.013912201 ---Validation accuracy:--- 0.958 Validation Loss: 0.14769238 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21242544 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18156062 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13529405 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14977236 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039392833 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16006935 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13068892 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15276858 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05302462 ---Validation accuracy:--- 0.952 Validation Loss: 0.16698992 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06660022 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14943677 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0715985 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15330723 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095784724 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15389216 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.050756518 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14070036 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042399514 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20856856 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056646686 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15394886 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08647431 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14711143 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05988452 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17404895 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06277037 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14991367 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.070483066 ---Validation accuracy:--- 0.959 Validation Loss: 0.14684986 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042612515 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14706768 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10701853 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20088212 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07046501 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15359895 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.057536803 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15746021 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06633604 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15205446 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08552558 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14345129 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06176896 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1537193 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030298164 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17139053 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03419136 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14747529 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0792174 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17206888 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08501711 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15159585 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06838145 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14569314 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07014604 ---Validation accuracy:--- 0.955 Validation Loss: 0.1556438 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.076461226 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15250598 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02148146 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14813337 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03327569 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14186792 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06938317 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14178173 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04786984 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14772142 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051230732 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16160992 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05207598 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15106106 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08695053 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15704307 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016582634 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15442288 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04248061 ---Validation accuracy:--- 0.951 Validation Loss: 0.16453819 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07577633 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1581158 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022339744 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1407094 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058040284 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14083704 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021821901 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13833876 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047440507 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15024765 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06428926 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14605817 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014051072 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14655668 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055641077 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15045945 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14554964 ---Validation accuracy:--- 0.956 Validation Loss: 0.15156174 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03939382 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1513128 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024654897 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14507547 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034962617 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14892277 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065660626 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15133892 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053245667 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15925634 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.18243143 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20543474 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032291163 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16923302 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.037409175 ---Validation accuracy:--- 0.952 Validation Loss: 0.16484112 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05089397 ---Validation accuracy:--- 0.953 Validation Loss: 0.16196223 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032592673 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1655558 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07384977 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15838446 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061860204 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17019412 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053370208 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16569306 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12381468 ---Validation accuracy:--- 0.954 Validation Loss: 0.15880357 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07737053 ---Validation accuracy:--- 0.954 Validation Loss: 0.16641758 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05426693 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16772392 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024885464 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16073903 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029833436 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16468044 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042955384 ---Validation accuracy:--- 0.951 Validation Loss: 0.16688217 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06434659 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15581824 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07183996 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15448608 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10306282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15002483 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0345373 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15039213 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14105491 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15466276 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04622736 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15163815 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07394056 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14787813 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02986479 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1524864 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018334957 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16799644 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083836995 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16064003 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07342082 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15378237 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025196766 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16840254 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06342148 ---Validation accuracy:--- 0.953 Validation Loss: 0.16182631 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041067146 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17948519 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.075384155 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17277956 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.049047764 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15664768 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07783659 ---Validation accuracy:--- 0.953 Validation Loss: 0.17122312 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04566761 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17989784 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06741376 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15175422 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12475689 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18151517 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022216534 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15854098 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0713742 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15144737 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039266296 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15169133 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055511445 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15146135 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.06832749 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14996746 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095054016 ---Validation accuracy:--- 0.957 Validation Loss: 0.1428879 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07713581 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14639145 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045183696 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15021692 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040881332 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15710962 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068058975 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15586941 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.117237836 ---Validation accuracy:--- 0.953 Validation Loss: 0.1632786 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0777322 ---Validation accuracy:--- 0.953 Validation Loss: 0.15553679 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07288588 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15681902 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.069682315 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1602594 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06189091 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16682784 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024385972 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1533594 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.117339276 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1554235 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10565445 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18473904 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13737172 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16393393 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058212075 ---Validation accuracy:--- 0.957 Validation Loss: 0.14794184 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07036227 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15784396 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08790037 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1566403 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056378677 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15928535 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11586973 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18051393 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.114529826 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16171965 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062195335 ---Validation accuracy:--- 0.957 Validation Loss: 0.14961003 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030092072 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15058385 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03798467 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15259232 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033695992 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14919397 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057977933 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14715093 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04750867 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15213326 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04536259 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15884241 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08062711 ---Validation accuracy:--- 0.958 Validation Loss: 0.15141873 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05489051 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15288803 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06375289 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16141115 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065628484 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16046044 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0767196 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19733852 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07959532 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16015087 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04055705 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1487502 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.059027687 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15423578 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017540151 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14985363 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05216762 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15472569 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019511623 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14778695 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027884474 ---Validation accuracy:--- 0.96 Validation Loss: 0.15087907 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.041067705 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15514192 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057425212 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15558209 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.115056865 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14785089 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056650046 ---Validation accuracy:--- 0.955 Validation Loss: 0.160685 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023359256 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15078188 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.122900076 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15341109 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0367141 ---Validation accuracy:--- 0.956 Validation Loss: 0.15868816 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031384543 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14381689 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0113822725 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14514622 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07212604 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15331739 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09134119 ---Validation accuracy:--- 0.957 Validation Loss: 0.15037628 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046539802 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1465102 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10017603 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14610922 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030763388 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15228626 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08352209 ---Validation accuracy:--- 0.951 Validation Loss: 0.17131843 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0075581158 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14846891 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.053673342 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14216885 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029749708 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14638935 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1177866 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16007014 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041413125 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14546135 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08715435 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1583863 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0327361 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15535076 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057784595 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1496679 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05887538 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15646333 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119806595 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17718874 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02743148 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16868894 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07554535 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17064153 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.081674576 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16147584 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054949347 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1540205 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0854259 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15443107 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056131568 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15957591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.115662105 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16033223 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.080659 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15285948 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035558764 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14979722 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02988698 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14910473 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.073217094 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16482303 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06842571 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15738088 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0713139 ---Validation accuracy:--- 0.954 Validation Loss: 0.16943754 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07554415 ---Validation accuracy:--- 0.955 Validation Loss: 0.16134925 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05301682 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15276124 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0657276 ---Validation accuracy:--- 0.96 Validation Loss: 0.14568447 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.075169325 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15161338 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053659085 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1491952 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03366501 ---Validation accuracy:--- 0.957 Validation Loss: 0.14730631 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07778358 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14665908 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0565801 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15526238 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054700665 ---Validation accuracy:--- 0.9594 Validation Loss: 0.1516218 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022983102 ---Validation accuracy:--- 0.958 Validation Loss: 0.15136792 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.097308815 ---Validation accuracy:--- 0.9544 Validation Loss: 0.161789 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040425647 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16204469 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025072167 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14957228 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1242196 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20629306 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06383028 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15774202 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.044434328 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1519546 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058833603 ---Validation accuracy:--- 0.953 Validation Loss: 0.16935822 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04376391 ---Validation accuracy:--- 0.94 Validation Loss: 0.21550432 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034392674 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17748496 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03496286 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16303264 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019019794 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17794515 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023831325 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17355457 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036434636 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1522733 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17270495 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14827253 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09936119 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15052374 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06565728 ---Validation accuracy:--- 0.955 Validation Loss: 0.15508375 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0327782 ---Validation accuracy:--- 0.9368 Validation Loss: 0.20471586 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05974788 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18419795 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07555488 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16345406 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.114032954 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15310909 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02902764 ---Validation accuracy:--- 0.952 Validation Loss: 0.15749615 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1242309 ---Validation accuracy:--- 0.932 Validation Loss: 0.22420198 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05039193 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17266195 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039168444 ---Validation accuracy:--- 0.949 Validation Loss: 0.17082444 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050927028 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1639122 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032563232 ---Validation accuracy:--- 0.9502 Validation Loss: 0.15810749 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15460001 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14123271 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07810156 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14305416 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0526346 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14335147 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026364794 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13962154 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026415873 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13712814 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08698803 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13611573 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08362963 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13903886 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08940127 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1454173 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13840435 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13864177 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067260034 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14753072 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049032632 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15206577 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.091098 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17354137 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057420965 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22414428 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07786438 ---Validation accuracy:--- 0.945 Validation Loss: 0.18315436 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028476764 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15146133 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04801529 ---Validation accuracy:--- 0.957 Validation Loss: 0.14682236 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032531604 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14803526 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06417534 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15843962 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.061098374 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1623727 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057212982 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15011136 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071994394 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1663122 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049527254 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1409662 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042553157 ---Validation accuracy:--- 0.954 Validation Loss: 0.15808171 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058377277 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15346436 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044642936 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14499131 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02413893 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15751517 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1462207 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16283976 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2075142 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19823593 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07989539 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18654893 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0300462 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15941228 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030659685 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15612867 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031237034 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16109876 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03357106 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17150007 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05512938 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17185734 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03802879 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16029356 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.063414685 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15088743 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017909564 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15524781 Wall time: 1min 48s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 1.0 Average Training Loss: 0.017909564 Average Validation Accuracy: 0.9546 Average Validation Loss: 0.15524781
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2265763 ---Validation accuracy:--- 0.1224 Validation Loss: 2.2618487 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0797074 ---Validation accuracy:--- 0.1144 Validation Loss: 2.1995797 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0754874 ---Validation accuracy:--- 0.1176 Validation Loss: 2.217519 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0705547 ---Validation accuracy:--- 0.2168 Validation Loss: 2.178334 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9379627 ---Validation accuracy:--- 0.2852 Validation Loss: 2.0200233 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.8623488 ---Validation accuracy:--- 0.3998 Validation Loss: 1.9511642 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8690786 ---Validation accuracy:--- 0.3454 Validation Loss: 1.880064 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8266654 ---Validation accuracy:--- 0.3348 Validation Loss: 1.8460598 Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.5316296 ---Validation accuracy:--- 0.1048 Validation Loss: 2.565089 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.9732339 ---Validation accuracy:--- 0.36 Validation Loss: 1.963683 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.779397 ---Validation accuracy:--- 0.3818 Validation Loss: 1.825389 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.5084586 ---Validation accuracy:--- 0.5434 Validation Loss: 1.584879 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.4331988 ---Validation accuracy:--- 0.5298 Validation Loss: 1.4526016 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.7834332 ---Validation accuracy:--- 0.4202 Validation Loss: 1.8588074 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.2164536 ---Validation accuracy:--- 0.2906 Validation Loss: 2.555642 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.6342108 ---Validation accuracy:--- 0.1998 Validation Loss: 3.0254307 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1271157 ---Validation accuracy:--- 0.2296 Validation Loss: 2.1062968 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.998729 ---Validation accuracy:--- 0.2762 Validation Loss: 1.99405 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8695068 ---Validation accuracy:--- 0.2384 Validation Loss: 1.9190985 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8372911 ---Validation accuracy:--- 0.2912 Validation Loss: 1.8845304 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9024518 ---Validation accuracy:--- 0.2672 Validation Loss: 1.8597286 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8502942 ---Validation accuracy:--- 0.3106 Validation Loss: 1.8423071 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.5662395 ---Validation accuracy:--- 0.4346 Validation Loss: 1.6578416 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4556785 ---Validation accuracy:--- 0.4012 Validation Loss: 1.5506268 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4067043 ---Validation accuracy:--- 0.3708 Validation Loss: 1.6620727 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8025247 ---Validation accuracy:--- 0.3726 Validation Loss: 1.8203391 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.691793 ---Validation accuracy:--- 0.3192 Validation Loss: 1.7016244 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.5104556 ---Validation accuracy:--- 0.4454 Validation Loss: 1.5023527 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1828303 ---Validation accuracy:--- 0.5084 Validation Loss: 1.3532748 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1473082 ---Validation accuracy:--- 0.5316 Validation Loss: 1.2642162 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2355624 ---Validation accuracy:--- 0.5618 Validation Loss: 1.2942442 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0614152 ---Validation accuracy:--- 0.6124 Validation Loss: 1.2031305 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1977801 ---Validation accuracy:--- 0.4588 Validation Loss: 1.4186579 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.1888618 ---Validation accuracy:--- 0.3622 Validation Loss: 2.2056587 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7815006 ---Validation accuracy:--- 0.275 Validation Loss: 1.8995596 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.7109467 ---Validation accuracy:--- 0.3856 Validation Loss: 1.787515 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.438719 ---Validation accuracy:--- 0.5034 Validation Loss: 1.4347703 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2921051 ---Validation accuracy:--- 0.6496 Validation Loss: 1.2744601 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.1880455 ---Validation accuracy:--- 0.5864 Validation Loss: 1.2445977 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2516462 ---Validation accuracy:--- 0.554 Validation Loss: 1.4222963 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.6914853 ---Validation accuracy:--- 0.4622 Validation Loss: 1.8017174 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3141348 ---Validation accuracy:--- 0.5168 Validation Loss: 1.3787104 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 1.025794 ---Validation accuracy:--- 0.7082 Validation Loss: 1.0697651 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.80782807 ---Validation accuracy:--- 0.6964 Validation Loss: 0.9829919 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.762956 ---Validation accuracy:--- 0.7028 Validation Loss: 0.9220823 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7325237 ---Validation accuracy:--- 0.7056 Validation Loss: 0.87983865 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61708635 ---Validation accuracy:--- 0.665 Validation Loss: 0.95630276 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1526357 ---Validation accuracy:--- 0.6142 Validation Loss: 1.2952963 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1680201 ---Validation accuracy:--- 0.5862 Validation Loss: 1.2687885 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8516612 ---Validation accuracy:--- 0.659 Validation Loss: 1.0045601 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.93766296 ---Validation accuracy:--- 0.6724 Validation Loss: 0.9999353 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5970675 ---Validation accuracy:--- 0.7258 Validation Loss: 0.82288283 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6973886 ---Validation accuracy:--- 0.7258 Validation Loss: 0.8222479 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.776661 ---Validation accuracy:--- 0.7426 Validation Loss: 0.758904 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7132677 ---Validation accuracy:--- 0.7482 Validation Loss: 0.76033735 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7519356 ---Validation accuracy:--- 0.6856 Validation Loss: 0.8761702 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9441692 ---Validation accuracy:--- 0.661 Validation Loss: 1.0189096 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.89308274 ---Validation accuracy:--- 0.6768 Validation Loss: 1.0201104 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8198393 ---Validation accuracy:--- 0.7008 Validation Loss: 0.94751525 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0468049 ---Validation accuracy:--- 0.6772 Validation Loss: 1.0636619 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.85612017 ---Validation accuracy:--- 0.634 Validation Loss: 1.1943998 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5173383 ---Validation accuracy:--- 0.44 Validation Loss: 1.6381615 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1977202 ---Validation accuracy:--- 0.5346 Validation Loss: 1.2622819 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7918849 ---Validation accuracy:--- 0.6968 Validation Loss: 0.9106873 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7008264 ---Validation accuracy:--- 0.6744 Validation Loss: 0.9519649 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.82457155 ---Validation accuracy:--- 0.6398 Validation Loss: 1.0620455 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.85634613 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0213648 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6800914 ---Validation accuracy:--- 0.707 Validation Loss: 0.8235422 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60076934 ---Validation accuracy:--- 0.7632 Validation Loss: 0.70489955 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.75195074 ---Validation accuracy:--- 0.7422 Validation Loss: 0.79426545 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8420682 ---Validation accuracy:--- 0.7518 Validation Loss: 0.7098406 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6622583 ---Validation accuracy:--- 0.7744 Validation Loss: 0.69452196 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.45175812 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6156665 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.47813284 ---Validation accuracy:--- 0.8026 Validation Loss: 0.61278397 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41521075 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5923588 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.662351 ---Validation accuracy:--- 0.7384 Validation Loss: 0.80276525 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.5770656 ---Validation accuracy:--- 0.5486 Validation Loss: 1.7715566 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.5892433 ---Validation accuracy:--- 0.6326 Validation Loss: 1.4721665 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3360906 ---Validation accuracy:--- 0.5252 Validation Loss: 1.5035095 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0932196 ---Validation accuracy:--- 0.5676 Validation Loss: 1.1585307 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0817118 ---Validation accuracy:--- 0.587 Validation Loss: 1.0444382 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9288193 ---Validation accuracy:--- 0.5998 Validation Loss: 1.0208235 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8287189 ---Validation accuracy:--- 0.616 Validation Loss: 0.99216056 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.93530154 ---Validation accuracy:--- 0.7578 Validation Loss: 0.8130992 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7124819 ---Validation accuracy:--- 0.703 Validation Loss: 0.8206792 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6723769 ---Validation accuracy:--- 0.7876 Validation Loss: 0.7275098 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5651529 ---Validation accuracy:--- 0.6952 Validation Loss: 0.81000584 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64161676 ---Validation accuracy:--- 0.7706 Validation Loss: 0.7088173 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6073699 ---Validation accuracy:--- 0.7624 Validation Loss: 0.690604 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.53145975 ---Validation accuracy:--- 0.7466 Validation Loss: 0.7334575 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.49843252 ---Validation accuracy:--- 0.814 Validation Loss: 0.62341094 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47382843 ---Validation accuracy:--- 0.8324 Validation Loss: 0.5993338 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40476146 ---Validation accuracy:--- 0.8062 Validation Loss: 0.5989483 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5406181 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6710242 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6150317 ---Validation accuracy:--- 0.7072 Validation Loss: 0.772946 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.83109254 ---Validation accuracy:--- 0.656 Validation Loss: 0.89013106 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.84204894 ---Validation accuracy:--- 0.685 Validation Loss: 0.82743084 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.56296015 ---Validation accuracy:--- 0.7914 Validation Loss: 0.63809013 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.46977094 ---Validation accuracy:--- 0.8426 Validation Loss: 0.5374836 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.35400796 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5444623 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39387906 ---Validation accuracy:--- 0.819 Validation Loss: 0.57649416 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7043113 ---Validation accuracy:--- 0.7988 Validation Loss: 0.69594884 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.84718156 ---Validation accuracy:--- 0.6858 Validation Loss: 1.125882 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.65886927 ---Validation accuracy:--- 0.739 Validation Loss: 0.77673495 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.52575904 ---Validation accuracy:--- 0.7286 Validation Loss: 0.77729625 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5196419 ---Validation accuracy:--- 0.8094 Validation Loss: 0.6216533 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5328268 ---Validation accuracy:--- 0.8178 Validation Loss: 0.61327356 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.40844727 ---Validation accuracy:--- 0.8578 Validation Loss: 0.4953256 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2782106 ---Validation accuracy:--- 0.8638 Validation Loss: 0.46794122 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44442123 ---Validation accuracy:--- 0.8294 Validation Loss: 0.54657614 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60759157 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5603223 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37293556 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48092684 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33022937 ---Validation accuracy:--- 0.8602 Validation Loss: 0.46716622 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30509576 ---Validation accuracy:--- 0.8582 Validation Loss: 0.46823585 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26463127 ---Validation accuracy:--- 0.8284 Validation Loss: 0.5328983 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43007213 ---Validation accuracy:--- 0.8368 Validation Loss: 0.50645745 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3582164 ---Validation accuracy:--- 0.8482 Validation Loss: 0.48213145 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5488635 ---Validation accuracy:--- 0.7962 Validation Loss: 0.6030555 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.45286658 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6416013 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.43073186 ---Validation accuracy:--- 0.8078 Validation Loss: 0.5904888 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.62672865 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5110656 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36412156 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48451465 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37200937 ---Validation accuracy:--- 0.8656 Validation Loss: 0.46974513 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.52480376 ---Validation accuracy:--- 0.8538 Validation Loss: 0.50284207 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2665501 ---Validation accuracy:--- 0.8566 Validation Loss: 0.47266927 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.46909603 ---Validation accuracy:--- 0.837 Validation Loss: 0.51381296 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29676715 ---Validation accuracy:--- 0.8062 Validation Loss: 0.60336274 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.59658706 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6488703 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43871468 ---Validation accuracy:--- 0.8554 Validation Loss: 0.48889047 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4136686 ---Validation accuracy:--- 0.8672 Validation Loss: 0.47465068 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27835405 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4501183 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24778694 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46514037 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38659626 ---Validation accuracy:--- 0.833 Validation Loss: 0.54838276 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5003393 ---Validation accuracy:--- 0.7528 Validation Loss: 0.78644055 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6917958 ---Validation accuracy:--- 0.7726 Validation Loss: 0.73000646 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6758616 ---Validation accuracy:--- 0.7622 Validation Loss: 0.72740865 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.647211 ---Validation accuracy:--- 0.7942 Validation Loss: 0.6922271 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4501306 ---Validation accuracy:--- 0.8322 Validation Loss: 0.5426687 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31556422 ---Validation accuracy:--- 0.833 Validation Loss: 0.509116 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39584693 ---Validation accuracy:--- 0.8492 Validation Loss: 0.4834441 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4247912 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4452757 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2780185 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40264368 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23899841 ---Validation accuracy:--- 0.865 Validation Loss: 0.45119834 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31576234 ---Validation accuracy:--- 0.8612 Validation Loss: 0.46675858 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32175824 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40634656 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3700041 ---Validation accuracy:--- 0.873 Validation Loss: 0.42795604 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3294995 ---Validation accuracy:--- 0.8774 Validation Loss: 0.42606923 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31049547 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4373479 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3388326 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44117314 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47605842 ---Validation accuracy:--- 0.876 Validation Loss: 0.42814785 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35980824 ---Validation accuracy:--- 0.8578 Validation Loss: 0.47062245 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3328078 ---Validation accuracy:--- 0.8646 Validation Loss: 0.45942426 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43627027 ---Validation accuracy:--- 0.8044 Validation Loss: 0.6267078 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.83127123 ---Validation accuracy:--- 0.723 Validation Loss: 1.0726414 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.50272894 ---Validation accuracy:--- 0.8016 Validation Loss: 0.66270673 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37054574 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4496843 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.42520103 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4351565 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36565754 ---Validation accuracy:--- 0.8918 Validation Loss: 0.399949 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41319412 ---Validation accuracy:--- 0.8636 Validation Loss: 0.45735908 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4690029 ---Validation accuracy:--- 0.8582 Validation Loss: 0.46755219 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44824088 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42315644 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27159223 ---Validation accuracy:--- 0.875 Validation Loss: 0.42493525 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33698788 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4233497 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3067298 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4270798 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3701638 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4387475 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23124184 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39874282 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20038238 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38495716 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24374892 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3943309 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19395912 ---Validation accuracy:--- 0.8678 Validation Loss: 0.45952755 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.33167323 ---Validation accuracy:--- 0.8282 Validation Loss: 0.517738 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23355788 ---Validation accuracy:--- 0.8492 Validation Loss: 0.47531742 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14538172 ---Validation accuracy:--- 0.8626 Validation Loss: 0.45706573 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21003677 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4034573 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33447883 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38422057 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16086246 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36289567 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20107056 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38007942 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25938442 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4323794 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39338437 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4351917 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.27346665 ---Validation accuracy:--- 0.842 Validation Loss: 0.51765597 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.4126928 ---Validation accuracy:--- 0.8246 Validation Loss: 0.53967804 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36921704 ---Validation accuracy:--- 0.846 Validation Loss: 0.45999834 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36675125 ---Validation accuracy:--- 0.8584 Validation Loss: 0.4506146 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.246078 ---Validation accuracy:--- 0.8828 Validation Loss: 0.39790598 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31509426 ---Validation accuracy:--- 0.8764 Validation Loss: 0.42839637 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22206 ---Validation accuracy:--- 0.878 Validation Loss: 0.40942544 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38140008 ---Validation accuracy:--- 0.872 Validation Loss: 0.41185167 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30263585 ---Validation accuracy:--- 0.8886 Validation Loss: 0.38251704 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32906082 ---Validation accuracy:--- 0.8876 Validation Loss: 0.39229906 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20361038 ---Validation accuracy:--- 0.8746 Validation Loss: 0.42884317 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17980602 ---Validation accuracy:--- 0.894 Validation Loss: 0.37339175 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25815177 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39144775 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3706237 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48047554 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43703377 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5294009 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4445586 ---Validation accuracy:--- 0.855 Validation Loss: 0.49937567 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42002574 ---Validation accuracy:--- 0.879 Validation Loss: 0.40588892 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1470873 ---Validation accuracy:--- 0.8868 Validation Loss: 0.3796411 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.30771178 ---Validation accuracy:--- 0.8852 Validation Loss: 0.39507735 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23408645 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34632334 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.15701121 ---Validation accuracy:--- 0.8972 Validation Loss: 0.34999362 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33504578 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39650843 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2558524 ---Validation accuracy:--- 0.8722 Validation Loss: 0.42720404 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42943513 ---Validation accuracy:--- 0.852 Validation Loss: 0.49894044 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32464516 ---Validation accuracy:--- 0.8576 Validation Loss: 0.46802804 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.610623 ---Validation accuracy:--- 0.829 Validation Loss: 0.593472 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36882073 ---Validation accuracy:--- 0.8372 Validation Loss: 0.5566243 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4740123 ---Validation accuracy:--- 0.8398 Validation Loss: 0.516185 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.41461724 ---Validation accuracy:--- 0.865 Validation Loss: 0.449139 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33263138 ---Validation accuracy:--- 0.8952 Validation Loss: 0.36558676 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37234548 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37369815 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30378556 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3604681 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2217408 ---Validation accuracy:--- 0.898 Validation Loss: 0.34149522 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2878476 ---Validation accuracy:--- 0.8916 Validation Loss: 0.36415613 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18530425 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3537697 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20789939 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34466767 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25719175 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35741404 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23691502 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3405392 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18554933 ---Validation accuracy:--- 0.901 Validation Loss: 0.34111515 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19738792 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3578488 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17630933 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3783852 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13615064 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3481627 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20957665 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3701897 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37600282 ---Validation accuracy:--- 0.8962 Validation Loss: 0.35306972 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23165104 ---Validation accuracy:--- 0.9028 Validation Loss: 0.33459795 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28117713 ---Validation accuracy:--- 0.898 Validation Loss: 0.35020903 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16918194 ---Validation accuracy:--- 0.8968 Validation Loss: 0.35345763 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32179943 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37461257 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18066719 ---Validation accuracy:--- 0.9046 Validation Loss: 0.32490128 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2113777 ---Validation accuracy:--- 0.9022 Validation Loss: 0.33501858 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19659737 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3365113 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35787597 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37359104 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24326988 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3563293 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12576185 ---Validation accuracy:--- 0.9018 Validation Loss: 0.34376895 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2769312 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33706367 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29055512 ---Validation accuracy:--- 0.8734 Validation Loss: 0.38025582 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15062279 ---Validation accuracy:--- 0.8994 Validation Loss: 0.34826517 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22693223 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36917597 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30741823 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36670297 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21452874 ---Validation accuracy:--- 0.8932 Validation Loss: 0.35067493 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2672758 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3187582 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35562506 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35171744 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24097666 ---Validation accuracy:--- 0.896 Validation Loss: 0.35923758 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40876317 ---Validation accuracy:--- 0.8568 Validation Loss: 0.4689842 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.352464 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3712455 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30775088 ---Validation accuracy:--- 0.904 Validation Loss: 0.3272151 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14241561 ---Validation accuracy:--- 0.906 Validation Loss: 0.32007748 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2451012 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33480874 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2093959 ---Validation accuracy:--- 0.8936 Validation Loss: 0.34368446 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30370444 ---Validation accuracy:--- 0.9084 Validation Loss: 0.31557855 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23292737 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32993388 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31225505 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3709837 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18823506 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33204702 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3532006 ---Validation accuracy:--- 0.8934 Validation Loss: 0.35049418 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14920162 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3515137 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3293006 ---Validation accuracy:--- 0.8868 Validation Loss: 0.37098032 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.29124096 ---Validation accuracy:--- 0.903 Validation Loss: 0.335188 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09628439 ---Validation accuracy:--- 0.8958 Validation Loss: 0.33452636 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28606293 ---Validation accuracy:--- 0.8832 Validation Loss: 0.3670141 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.20171186 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33697975 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2348359 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3531605 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3260606 ---Validation accuracy:--- 0.8976 Validation Loss: 0.34860787 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2974697 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3722466 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26882812 ---Validation accuracy:--- 0.9008 Validation Loss: 0.33626205 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29641974 ---Validation accuracy:--- 0.897 Validation Loss: 0.3547978 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1408278 ---Validation accuracy:--- 0.9056 Validation Loss: 0.32841158 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21371624 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32160464 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.224963 ---Validation accuracy:--- 0.8484 Validation Loss: 0.47035512 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42056397 ---Validation accuracy:--- 0.8558 Validation Loss: 0.48279786 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23443536 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34837475 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24748987 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3863865 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12837248 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33979073 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20617576 ---Validation accuracy:--- 0.894 Validation Loss: 0.36996412 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22805168 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33408383 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17305428 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3192261 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26809123 ---Validation accuracy:--- 0.898 Validation Loss: 0.35497743 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3279107 ---Validation accuracy:--- 0.8796 Validation Loss: 0.38027152 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17789988 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3730789 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.17896461 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3251698 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2174923 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3456317 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12399073 ---Validation accuracy:--- 0.8972 Validation Loss: 0.34397855 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12140789 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33859718 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25279433 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31271997 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30105525 ---Validation accuracy:--- 0.9026 Validation Loss: 0.33451134 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20798725 ---Validation accuracy:--- 0.899 Validation Loss: 0.35641742 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25261632 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30227274 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1455297 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31238958 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16615824 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32183412 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06970014 ---Validation accuracy:--- 0.913 Validation Loss: 0.31148687 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14148116 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3172257 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11025702 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32980594 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2188742 ---Validation accuracy:--- 0.904 Validation Loss: 0.33440506 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1976199 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33652127 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22055687 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3352245 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2224704 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31998417 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5052692 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5011666 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18642011 ---Validation accuracy:--- 0.8496 Validation Loss: 0.47232413 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30319458 ---Validation accuracy:--- 0.8528 Validation Loss: 0.50002956 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.27261254 ---Validation accuracy:--- 0.8642 Validation Loss: 0.4738127 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.7802121 ---Validation accuracy:--- 0.7192 Validation Loss: 1.0807292 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 2.2888403 ---Validation accuracy:--- 0.537 Validation Loss: 2.5057352 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.2469066 ---Validation accuracy:--- 0.5698 Validation Loss: 1.5694212 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3751849 ---Validation accuracy:--- 0.558 Validation Loss: 1.3531129 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8975963 ---Validation accuracy:--- 0.64 Validation Loss: 1.014437 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7636444 ---Validation accuracy:--- 0.6684 Validation Loss: 0.9174271 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5654543 ---Validation accuracy:--- 0.7208 Validation Loss: 0.79231775 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34414247 ---Validation accuracy:--- 0.7746 Validation Loss: 0.7066415 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.59875196 ---Validation accuracy:--- 0.8014 Validation Loss: 0.6143246 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.49999437 ---Validation accuracy:--- 0.8032 Validation Loss: 0.63844913 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33386725 ---Validation accuracy:--- 0.829 Validation Loss: 0.5432389 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33576608 ---Validation accuracy:--- 0.8432 Validation Loss: 0.5119307 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3339566 ---Validation accuracy:--- 0.8342 Validation Loss: 0.5244737 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3191483 ---Validation accuracy:--- 0.8384 Validation Loss: 0.5347344 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.46702397 ---Validation accuracy:--- 0.8684 Validation Loss: 0.46698838 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44657722 ---Validation accuracy:--- 0.8614 Validation Loss: 0.47218478 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.5314274 ---Validation accuracy:--- 0.859 Validation Loss: 0.503633 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28940392 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4656398 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19959211 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45457745 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27893198 ---Validation accuracy:--- 0.8792 Validation Loss: 0.43002573 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28409594 ---Validation accuracy:--- 0.88 Validation Loss: 0.4275381 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34700027 ---Validation accuracy:--- 0.8634 Validation Loss: 0.48076162 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32153317 ---Validation accuracy:--- 0.8578 Validation Loss: 0.52801085 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.52494866 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6879221 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36448342 ---Validation accuracy:--- 0.8726 Validation Loss: 0.46714208 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19750908 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42695606 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24190342 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3967209 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19978203 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36833066 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2201104 ---Validation accuracy:--- 0.8698 Validation Loss: 0.45495582 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4055986 ---Validation accuracy:--- 0.863 Validation Loss: 0.47856945 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36246446 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35898638 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27224758 ---Validation accuracy:--- 0.8926 Validation Loss: 0.37872612 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4337011 ---Validation accuracy:--- 0.8838 Validation Loss: 0.39153516 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3211568 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36142978 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25461346 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3986701 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35781068 ---Validation accuracy:--- 0.8474 Validation Loss: 0.4870335 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3074818 ---Validation accuracy:--- 0.886 Validation Loss: 0.41913998 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23546551 ---Validation accuracy:--- 0.8688 Validation Loss: 0.41635004 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27335948 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3420156 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23210235 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36392254 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25511345 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34494224 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21897213 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32181934 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3374999 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36721295 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22686844 ---Validation accuracy:--- 0.8906 Validation Loss: 0.39268473 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13996641 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3537928 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19596197 ---Validation accuracy:--- 0.8866 Validation Loss: 0.37505296 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.21457379 ---Validation accuracy:--- 0.8848 Validation Loss: 0.38588876 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12144282 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32225975 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29662067 ---Validation accuracy:--- 0.8912 Validation Loss: 0.37910676 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.62615985 ---Validation accuracy:--- 0.79 Validation Loss: 0.71939206 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.86529464 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6669753 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42786056 ---Validation accuracy:--- 0.8374 Validation Loss: 0.5145617 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3375523 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4128759 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2519364 ---Validation accuracy:--- 0.876 Validation Loss: 0.43054244 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46179476 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38356423 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20769386 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33767784 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29613483 ---Validation accuracy:--- 0.903 Validation Loss: 0.34766254 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15840253 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34556055 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19343276 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35399964 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1770894 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33341554 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25632957 ---Validation accuracy:--- 0.9004 Validation Loss: 0.33880246 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1753986 ---Validation accuracy:--- 0.9046 Validation Loss: 0.33246544 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21859832 ---Validation accuracy:--- 0.8974 Validation Loss: 0.35062653 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24154153 ---Validation accuracy:--- 0.8978 Validation Loss: 0.34730253 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34384647 ---Validation accuracy:--- 0.9 Validation Loss: 0.34599277 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15591776 ---Validation accuracy:--- 0.903 Validation Loss: 0.33283412 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26218823 ---Validation accuracy:--- 0.912 Validation Loss: 0.3151067 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20420292 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32369685 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29914784 ---Validation accuracy:--- 0.8854 Validation Loss: 0.39627662 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16652548 ---Validation accuracy:--- 0.904 Validation Loss: 0.32952765 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13119635 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31033936 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2791938 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3276511 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1801421 ---Validation accuracy:--- 0.9074 Validation Loss: 0.31840593 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3239916 ---Validation accuracy:--- 0.888 Validation Loss: 0.37217477 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18607078 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35035646 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14993925 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3381735 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3025966 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35224053 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27221927 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34751838 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18847865 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32456902 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16853885 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3028064 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22187082 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30571264 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2536789 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30836317 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12482901 ---Validation accuracy:--- 0.9022 Validation Loss: 0.333095 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23451805 ---Validation accuracy:--- 0.908 Validation Loss: 0.3279055 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14656562 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29540548 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31957874 ---Validation accuracy:--- 0.9102 Validation Loss: 0.30400902 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.123735674 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31132773 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18215874 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32555902 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.41375062 ---Validation accuracy:--- 0.8734 Validation Loss: 0.42153305 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40792397 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39732882 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17286028 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3083687 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18884772 ---Validation accuracy:--- 0.905 Validation Loss: 0.32351422 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25252727 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30744442 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.3260209 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32170728 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4561728 ---Validation accuracy:--- 0.8896 Validation Loss: 0.35626087 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20357494 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31280956 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17846698 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3081752 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15593779 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28871226 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11024321 ---Validation accuracy:--- 0.917 Validation Loss: 0.2879825 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22937328 ---Validation accuracy:--- 0.9134 Validation Loss: 0.30948794 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17627855 ---Validation accuracy:--- 0.913 Validation Loss: 0.3055684 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20949772 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34368718 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15176085 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30725297 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.235401 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3202097 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.42434397 ---Validation accuracy:--- 0.8978 Validation Loss: 0.34004593 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19306219 ---Validation accuracy:--- 0.908 Validation Loss: 0.31378594 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1651565 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3023456 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20944971 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3242626 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17113096 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31250912 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.197803 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3016063 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23843895 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3372005 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.245517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31496415 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2144614 ---Validation accuracy:--- 0.9126 Validation Loss: 0.30214316 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14657874 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29534468 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3034219 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30378962 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27451032 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3139297 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2367746 ---Validation accuracy:--- 0.9084 Validation Loss: 0.31830958 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2226685 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3052293 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19234386 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28432605 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1855666 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3148567 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30343398 ---Validation accuracy:--- 0.8938 Validation Loss: 0.34897515 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24569348 ---Validation accuracy:--- 0.876 Validation Loss: 0.40582472 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30379808 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30040172 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2071008 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29539785 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13774568 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2841198 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16667575 ---Validation accuracy:--- 0.9024 Validation Loss: 0.33090284 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23646396 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30559796 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22999299 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28907496 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14893527 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30933088 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24886177 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30173662 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27614748 ---Validation accuracy:--- 0.9076 Validation Loss: 0.31049493 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23360643 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31131813 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21941295 ---Validation accuracy:--- 0.913 Validation Loss: 0.2900908 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.13409871 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28370315 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16529848 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28264767 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16274232 ---Validation accuracy:--- 0.911 Validation Loss: 0.3124354 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32390502 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29246655 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18290317 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27996656 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13004309 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2873077 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18298925 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32639137 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2625965 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29963034 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21128738 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29839912 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14162022 ---Validation accuracy:--- 0.9014 Validation Loss: 0.34317556 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26511338 ---Validation accuracy:--- 0.8796 Validation Loss: 0.3930412 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10617648 ---Validation accuracy:--- 0.918 Validation Loss: 0.29417196 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21785952 ---Validation accuracy:--- 0.897 Validation Loss: 0.34646904 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18868889 ---Validation accuracy:--- 0.9032 Validation Loss: 0.32339618 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39680153 ---Validation accuracy:--- 0.866 Validation Loss: 0.44823903 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2323246 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3418622 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3755722 ---Validation accuracy:--- 0.87 Validation Loss: 0.43500122 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28825283 ---Validation accuracy:--- 0.8902 Validation Loss: 0.36503014 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10083521 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3102518 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12086201 ---Validation accuracy:--- 0.915 Validation Loss: 0.29398394 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21855342 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3074166 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11279035 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30731243 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10870358 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28638828 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13542722 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30554724 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18638504 ---Validation accuracy:--- 0.9072 Validation Loss: 0.31305882 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20467451 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30085242 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30059922 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35204813 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16400181 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29418558 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23462002 ---Validation accuracy:--- 0.8988 Validation Loss: 0.34906006 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.38812995 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3256031 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15346064 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31636244 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13915871 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2831977 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24193092 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30200702 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.1966281 ---Validation accuracy:--- 0.9034 Validation Loss: 0.31524116 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1200646 ---Validation accuracy:--- 0.9142 Validation Loss: 0.29894528 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11679329 ---Validation accuracy:--- 0.909 Validation Loss: 0.30714145 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1575539 ---Validation accuracy:--- 0.921 Validation Loss: 0.27150327 Epoch: 0 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0.29676098 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21960393 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29738238 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19069713 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28017858 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15354571 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2798455 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22033158 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30212256 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10011982 ---Validation accuracy:--- 0.9204 Validation Loss: 0.27710903 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.21936055 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29846132 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32292923 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27465215 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1315502 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28034738 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23149033 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27308 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19223821 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26499745 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15262793 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2780397 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17092781 ---Validation accuracy:--- 0.9224 Validation Loss: 0.26828277 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19811574 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29642367 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2058382 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3121693 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14642332 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27572653 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13613634 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27746734 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26106617 ---Validation accuracy:--- 0.906 Validation Loss: 0.3168507 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23613836 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32385093 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.18703957 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27566957 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18619812 ---Validation accuracy:--- 0.9166 Validation Loss: 0.28340268 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29355267 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28098732 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21205719 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2789842 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24478771 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3107661 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14788976 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0.099327296 ---Validation accuracy:--- 0.913 Validation Loss: 0.2936695 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1434534 ---Validation accuracy:--- 0.924 Validation Loss: 0.26313627 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12578475 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26197177 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2138415 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3096997 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18753468 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27011138 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14190486 ---Validation accuracy:--- 0.9168 Validation Loss: 0.28773317 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11320099 ---Validation accuracy:--- 0.9156 Validation Loss: 0.27913585 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17350428 ---Validation accuracy:--- 0.927 Validation Loss: 0.2554562 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22203995 ---Validation accuracy:--- 0.923 Validation Loss: 0.27036294 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12800469 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26599193 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15601592 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27464882 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2026115 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28203824 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39079648 ---Validation accuracy:--- 0.9102 Validation Loss: 0.30593985 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12072138 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31160778 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2564545 ---Validation accuracy:--- 0.874 Validation Loss: 0.41871932 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19183224 ---Validation accuracy:--- 0.893 Validation Loss: 0.3469254 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28047138 ---Validation accuracy:--- 0.8974 Validation Loss: 0.33768624 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23500206 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27632496 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20575781 ---Validation accuracy:--- 0.921 Validation Loss: 0.27172932 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26641503 ---Validation accuracy:--- 0.9122 Validation Loss: 0.2903597 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22391483 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29447082 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18707766 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2714116 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14910805 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27061397 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16044158 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2699897 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1220067 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2737169 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17554012 ---Validation accuracy:--- 0.9118 Validation Loss: 0.2933287 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06877724 ---Validation accuracy:--- 0.9172 Validation Loss: 0.28258237 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16748345 ---Validation accuracy:--- 0.9252 Validation Loss: 0.26489046 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1923003 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26518935 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16172335 ---Validation accuracy:--- 0.915 Validation Loss: 0.2873838 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1399411 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26743314 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06643408 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28216505 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34265596 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2704559 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2592021 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28763616 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17462559 ---Validation accuracy:--- 0.912 Validation Loss: 0.31028703 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2055859 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27440098 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19515155 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25218287 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2091691 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2754373 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25138724 ---Validation accuracy:--- 0.9184 Validation Loss: 0.27417555 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16965622 ---Validation accuracy:--- 0.9148 Validation Loss: 0.28579214 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049563464 ---Validation accuracy:--- 0.927 Validation Loss: 0.2547649 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10933673 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2638335 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11381523 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26119232 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18336414 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25463682 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17465736 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25431007 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15830953 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28551129 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.111069314 ---Validation accuracy:--- 0.9184 Validation Loss: 0.27952066 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.102058865 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2587127 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.40034562 ---Validation accuracy:--- 0.88 Validation Loss: 0.38215455 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.33486682 ---Validation accuracy:--- 0.8812 Validation Loss: 0.39916685 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15008716 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31468135 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1647198 ---Validation accuracy:--- 0.916 Validation Loss: 0.30291215 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2220226 ---Validation accuracy:--- 0.921 Validation Loss: 0.26822016 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14888382 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26736912 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24115635 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2677324 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14211816 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2626303 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2806981 ---Validation accuracy:--- 0.911 Validation Loss: 0.287584 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1539063 ---Validation accuracy:--- 0.9026 Validation Loss: 0.32195383 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1769239 ---Validation accuracy:--- 0.913 Validation Loss: 0.30109152 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16636892 ---Validation accuracy:--- 0.9138 Validation Loss: 0.2948389 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28565034 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3055959 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2405845 ---Validation accuracy:--- 0.911 Validation Loss: 0.29744482 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13383755 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25419933 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2047638 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2743648 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16326419 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27571377 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24898602 ---Validation accuracy:--- 0.92 Validation Loss: 0.2757867 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12382713 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2579394 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17282447 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2737719 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12464466 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25942615 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25403905 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3010622 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23819898 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2805498 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09981745 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29079127 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26465863 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2744288 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10545496 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27338806 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18842547 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32224318 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29937524 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2674055 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22926544 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25643632 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.17384724 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2547364 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.18801956 ---Validation accuracy:--- 0.924 Validation Loss: 0.25683755 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35146183 ---Validation accuracy:--- 0.9128 Validation Loss: 0.29633182 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.2622772 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3004749 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2444717 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27578974 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16470051 ---Validation accuracy:--- 0.922 Validation Loss: 0.27627477 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17319618 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25004005 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12568676 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2511223 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0968194 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2474706 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07566703 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24743362 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10963226 ---Validation accuracy:--- 0.918 Validation Loss: 0.2783209 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16837758 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24315903 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.28347185 ---Validation accuracy:--- 0.924 Validation Loss: 0.26369703 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20527661 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27500275 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08544275 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28245524 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19746555 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26241758 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16297673 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29108483 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16331808 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27282417 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18204564 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26139486 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18783581 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2824979 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09445043 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25587326 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16191453 ---Validation accuracy:--- 0.9184 Validation Loss: 0.280863 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12829657 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29944283 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28338873 ---Validation accuracy:--- 0.9124 Validation Loss: 0.29937983 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15419158 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26220265 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17418402 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25959164 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2574651 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27652308 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16022553 ---Validation accuracy:--- 0.928 Validation Loss: 0.26712447 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24848878 ---Validation accuracy:--- 0.926 Validation Loss: 0.26498947 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22430786 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26713103 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14522651 ---Validation accuracy:--- 0.9274 Validation Loss: 0.260193 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.099298514 ---Validation accuracy:--- 0.921 Validation Loss: 0.28202385 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.092857935 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25537384 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12447302 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2772636 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07296287 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2620628 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20531914 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27247575 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25985676 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27491653 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16657822 ---Validation accuracy:--- 0.9242 Validation Loss: 0.270002 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24081047 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2852701 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13546778 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27622578 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14134583 ---Validation accuracy:--- 0.926 Validation Loss: 0.25975138 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26106933 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27800333 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23808369 ---Validation accuracy:--- 0.9022 Validation Loss: 0.31403884 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2747535 ---Validation accuracy:--- 0.8954 Validation Loss: 0.33658847 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14611341 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25162563 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15573426 ---Validation accuracy:--- 0.922 Validation Loss: 0.26459333 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1377824 ---Validation accuracy:--- 0.919 Validation Loss: 0.27491078 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1731847 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26644322 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10532588 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26415625 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13765016 ---Validation accuracy:--- 0.923 Validation Loss: 0.25867417 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19148631 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26448548 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16765572 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28273022 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14261247 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28298777 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16424233 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28322032 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.1896622 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2695116 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14812441 ---Validation accuracy:--- 0.916 Validation Loss: 0.28658387 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22340658 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28728262 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.112317696 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25392526 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24918643 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26470336 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20210034 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29183885 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.08159882 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25561038 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12578288 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23910438 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1294961 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2694858 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.078677915 ---Validation accuracy:--- 0.929 Validation Loss: 0.24698614 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21010503 ---Validation accuracy:--- 0.922 Validation Loss: 0.2732937 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09169443 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24657512 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16938674 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25659186 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15377966 ---Validation accuracy:--- 0.9286 Validation Loss: 0.252875 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1584354 ---Validation accuracy:--- 0.912 Validation Loss: 0.29119024 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22093895 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2587294 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1621061 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27404633 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08633478 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28141642 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16108654 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25892475 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.18182606 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26783216 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2501678 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2576056 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1619358 ---Validation accuracy:--- 0.929 Validation Loss: 0.25138795 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08705475 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2401752 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14788592 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25177917 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.204956 ---Validation accuracy:--- 0.933 Validation Loss: 0.2482857 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08923183 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24326016 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08489118 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25481758 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22367854 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3627546 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23754905 ---Validation accuracy:--- 0.8896 Validation Loss: 0.3544175 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15382788 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26931122 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07874835 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26582396 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13887356 ---Validation accuracy:--- 0.9142 Validation Loss: 0.26808876 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10410276 ---Validation accuracy:--- 0.9012 Validation Loss: 0.33139938 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18241942 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26012558 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24818687 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2650501 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.1010874 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2567812 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06887733 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24784854 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20736898 ---Validation accuracy:--- 0.927 Validation Loss: 0.2618258 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2560952 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26652524 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18323767 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26544365 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19542073 ---Validation accuracy:--- 0.924 Validation Loss: 0.26790494 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22605744 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26851305 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15056767 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24366313 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14867574 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27140728 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13905945 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3530392 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33988273 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2730547 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27244464 ---Validation accuracy:--- 0.9178 Validation Loss: 0.26987135 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18313192 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2642634 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1959554 ---Validation accuracy:--- 0.9282 Validation Loss: 0.254841 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13230173 ---Validation accuracy:--- 0.9218 Validation Loss: 0.26297447 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15627854 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25241968 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13382317 ---Validation accuracy:--- 0.929 Validation Loss: 0.24856927 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12049261 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2543416 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1242594 ---Validation accuracy:--- 0.9298 Validation Loss: 0.258073 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0844406 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23672129 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19089769 ---Validation accuracy:--- 0.926 Validation Loss: 0.2486565 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11817356 ---Validation accuracy:--- 0.932 Validation Loss: 0.2320762 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22329895 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27162 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12734672 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23725998 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14429453 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2393667 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2633548 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23795146 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.110311605 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26533902 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08083064 ---Validation accuracy:--- 0.922 Validation Loss: 0.25380933 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13622554 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25252244 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13031544 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25507477 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17849669 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23942861 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23304789 ---Validation accuracy:--- 0.92 Validation Loss: 0.27268687 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15902598 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24783203 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.091612704 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24044673 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1866572 ---Validation accuracy:--- 0.928 Validation Loss: 0.24556978 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055291556 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26084912 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.095942326 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23038615 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1164572 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24276048 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18063697 ---Validation accuracy:--- 0.9276 Validation Loss: 0.256587 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14043058 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26152086 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11248882 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23568466 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11284569 ---Validation accuracy:--- 0.92 Validation Loss: 0.2655847 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09978962 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25568107 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13788395 ---Validation accuracy:--- 0.927 Validation Loss: 0.25467286 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09541338 ---Validation accuracy:--- 0.9318 Validation Loss: 0.234054 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21051311 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2433965 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.091506764 ---Validation accuracy:--- 0.932 Validation Loss: 0.23796621 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12281953 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24138796 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13305308 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2447065 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09196865 ---Validation accuracy:--- 0.9198 Validation Loss: 0.26815313 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22258668 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24937925 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33503982 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2690758 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28164357 ---Validation accuracy:--- 0.8912 Validation Loss: 0.34843072 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23685658 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3086031 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11987793 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25729677 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28607097 ---Validation accuracy:--- 0.9134 Validation Loss: 0.2750369 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06422261 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24930938 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2314084 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2705641 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10294332 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25562522 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07566371 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25692073 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12071255 ---Validation accuracy:--- 0.9256 Validation Loss: 0.24815811 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21374832 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3022425 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2667875 ---Validation accuracy:--- 0.9056 Validation Loss: 0.31321642 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22669391 ---Validation accuracy:--- 0.8938 Validation Loss: 0.34749144 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08866953 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25808802 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.124655485 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24459058 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15755649 ---Validation accuracy:--- 0.921 Validation Loss: 0.2586271 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2819795 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2755066 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15585761 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25257307 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15690783 ---Validation accuracy:--- 0.93 Validation Loss: 0.24624829 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11215805 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23586494 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.102542505 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23691927 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13825874 ---Validation accuracy:--- 0.9274 Validation Loss: 0.23583247 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13485569 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23537566 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19863899 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25585282 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14402391 ---Validation accuracy:--- 0.908 Validation Loss: 0.29249644 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22590455 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29207176 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17853306 ---Validation accuracy:--- 0.926 Validation Loss: 0.25410384 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10731608 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23793331 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21180958 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25573036 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.111842975 ---Validation accuracy:--- 0.93 Validation Loss: 0.23034841 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1516083 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23059942 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20896362 ---Validation accuracy:--- 0.931 Validation Loss: 0.24179682 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11858413 ---Validation accuracy:--- 0.9168 Validation Loss: 0.268583 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15459737 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24547005 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07210351 ---Validation accuracy:--- 0.929 Validation Loss: 0.23546885 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1748852 ---Validation accuracy:--- 0.923 Validation Loss: 0.25408584 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12083249 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24427888 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.124860704 ---Validation accuracy:--- 0.926 Validation Loss: 0.24589111 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20566566 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24930291 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07191052 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22924395 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14082886 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26809853 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05700536 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24028264 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1332897 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24902907 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.216829 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28128478 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16545223 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25453845 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08674564 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23275551 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07626681 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23133169 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08100233 ---Validation accuracy:--- 0.931 Validation Loss: 0.22900926 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11660244 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25222203 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17613044 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25793907 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10778727 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23667708 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14332306 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29154775 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.118163034 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24764597 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10596169 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25068584 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17538917 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24836646 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18741868 ---Validation accuracy:--- 0.925 Validation Loss: 0.25854146 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11726222 ---Validation accuracy:--- 0.9234 Validation Loss: 0.26068062 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2971801 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23635712 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24470712 ---Validation accuracy:--- 0.9044 Validation Loss: 0.32034227 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13399202 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26244482 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16546513 ---Validation accuracy:--- 0.907 Validation Loss: 0.31667206 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08277431 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25768957 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.060283758 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25253558 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12061867 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23929039 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10050558 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23549114 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.055474147 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24794473 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24207783 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34745818 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17472142 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25727636 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21754035 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26677474 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16325203 ---Validation accuracy:--- 0.9074 Validation Loss: 0.31412697 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0978118 ---Validation accuracy:--- 0.926 Validation Loss: 0.24043906 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15911192 ---Validation accuracy:--- 0.926 Validation Loss: 0.24247192 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2161414 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2932119 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08361281 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23951355 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1015802 ---Validation accuracy:--- 0.926 Validation Loss: 0.25723222 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1043242 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25536507 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1380834 ---Validation accuracy:--- 0.897 Validation Loss: 0.34543416 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1510487 ---Validation accuracy:--- 0.9108 Validation Loss: 0.30598056 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14194721 ---Validation accuracy:--- 0.9134 Validation Loss: 0.2911442 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13292797 ---Validation accuracy:--- 0.928 Validation Loss: 0.24673301 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11414982 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23951152 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14927448 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24149692 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07966926 ---Validation accuracy:--- 0.931 Validation Loss: 0.23527119 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21504444 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2788978 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.117298946 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2373043 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21626134 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29061142 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19610539 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24197613 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14693388 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24425665 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15151717 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23911785 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.250506 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25234282 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12764916 ---Validation accuracy:--- 0.932 Validation Loss: 0.23888691 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17681864 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23947036 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24674305 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2651162 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14479299 ---Validation accuracy:--- 0.9272 Validation Loss: 0.250663 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12084406 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25600502 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14291611 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2697312 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13501774 ---Validation accuracy:--- 0.9182 Validation Loss: 0.26757178 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19978525 ---Validation accuracy:--- 0.93 Validation Loss: 0.23271626 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14745001 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23803458 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13581318 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23590948 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15242411 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2448647 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11039854 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23790433 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14998628 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24755056 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10442503 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23202957 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20353517 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24954234 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.093130834 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23727988 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13718134 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24497974 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14370237 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23842217 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15297073 ---Validation accuracy:--- 0.9136 Validation Loss: 0.28051227 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.116363294 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23232543 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.044003338 ---Validation accuracy:--- 0.927 Validation Loss: 0.23604617 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12386728 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25519776 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.101116866 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23761567 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11245997 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2723687 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15625733 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3320064 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14591298 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2446149 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0758618 ---Validation accuracy:--- 0.927 Validation Loss: 0.25769895 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21196945 ---Validation accuracy:--- 0.929 Validation Loss: 0.24560963 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12308112 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24272572 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15177463 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24498428 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13220616 ---Validation accuracy:--- 0.93 Validation Loss: 0.2426957 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08655433 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23225777 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05922937 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24607305 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14298841 ---Validation accuracy:--- 0.918 Validation Loss: 0.28696826 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0749572 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2826523 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32617292 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25583887 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19636059 ---Validation accuracy:--- 0.9142 Validation Loss: 0.284508 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21636291 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24178438 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16833286 ---Validation accuracy:--- 0.934 Validation Loss: 0.22899511 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.122733586 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22674167 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11067946 ---Validation accuracy:--- 0.9216 Validation Loss: 0.25640982 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15263905 ---Validation accuracy:--- 0.933 Validation Loss: 0.2259605 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13072172 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22377451 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09942915 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22430274 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10337755 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24909273 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2538951 ---Validation accuracy:--- 0.9124 Validation Loss: 0.2939298 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16351734 ---Validation accuracy:--- 0.9206 Validation Loss: 0.25322628 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12681769 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24523711 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1140433 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23864551 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14554167 ---Validation accuracy:--- 0.919 Validation Loss: 0.25887758 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.07347103 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24909575 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08907345 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22797622 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16358742 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24077278 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1239217 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23567197 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22885188 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3022214 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1661859 ---Validation accuracy:--- 0.93 Validation Loss: 0.24464574 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16547327 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24038057 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19764844 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3277447 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13359751 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24343386 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25000322 ---Validation accuracy:--- 0.933 Validation Loss: 0.23495483 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23126076 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23837869 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1600446 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2447354 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12582727 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2659477 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.32885057 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26123175 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.101866625 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2562767 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10864977 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24183463 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16159469 ---Validation accuracy:--- 0.926 Validation Loss: 0.2564581 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12665434 ---Validation accuracy:--- 0.931 Validation Loss: 0.23442222 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.134178 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2500309 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10292765 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24924558 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16200589 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24140662 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15417714 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24111548 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19742426 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25847888 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18362747 ---Validation accuracy:--- 0.932 Validation Loss: 0.2377146 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10481174 ---Validation accuracy:--- 0.93 Validation Loss: 0.24261418 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0561532 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23286988 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20940697 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22931768 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12048913 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26252618 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.201439 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23849988 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.076252766 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22529441 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19598393 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2425895 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17561013 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2587027 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13845628 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2732485 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11475212 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2315529 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1530241 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23297574 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16015881 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25615403 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24597813 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23886846 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18126023 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27048653 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22674593 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2240489 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12210764 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23311602 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1487815 ---Validation accuracy:--- 0.934 Validation Loss: 0.2237291 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09064391 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23140596 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11247982 ---Validation accuracy:--- 0.93 Validation Loss: 0.2364079 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11162396 ---Validation accuracy:--- 0.93 Validation Loss: 0.23891045 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07432285 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23729585 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16235258 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28012118 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14520524 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2715771 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20394878 ---Validation accuracy:--- 0.926 Validation Loss: 0.25571993 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16476105 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2549509 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08559585 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24176817 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16904306 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26174718 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035932433 ---Validation accuracy:--- 0.9324 Validation Loss: 0.232131 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06809589 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28035885 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12702729 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24733977 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14977132 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22836258 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12451414 ---Validation accuracy:--- 0.933 Validation Loss: 0.23134634 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058192827 ---Validation accuracy:--- 0.928 Validation Loss: 0.24416827 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2321101 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30152345 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11832998 ---Validation accuracy:--- 0.93 Validation Loss: 0.23952256 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.113288015 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25039527 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1599668 ---Validation accuracy:--- 0.9104 Validation Loss: 0.30555588 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13499542 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27004832 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15875877 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23845732 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13221201 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24327473 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14691769 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24480976 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1473486 ---Validation accuracy:--- 0.93 Validation Loss: 0.24752475 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18042322 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25529522 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27678305 ---Validation accuracy:--- 0.934 Validation Loss: 0.23746006 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10470362 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2679021 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16468464 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25053555 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.115244694 ---Validation accuracy:--- 0.92 Validation Loss: 0.28624114 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15027171 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24820627 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18193537 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2714621 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16010576 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2537284 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12627386 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26203844 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1441694 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24557944 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1331357 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2367356 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16834645 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24720308 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17443071 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25579002 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19205579 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2403897 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14094734 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25413978 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2165097 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23253189 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10330282 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23110813 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23320241 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25460312 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07837056 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27421823 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.109479286 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23110515 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14934655 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23534767 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16480349 ---Validation accuracy:--- 0.929 Validation Loss: 0.24484265 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18337493 ---Validation accuracy:--- 0.933 Validation Loss: 0.23672222 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1552599 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24159963 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06339649 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23683313 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16946752 ---Validation accuracy:--- 0.915 Validation Loss: 0.28977278 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09943849 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24180059 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1802877 ---Validation accuracy:--- 0.9112 Validation Loss: 0.29970592 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22874418 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36387473 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08147329 ---Validation accuracy:--- 0.901 Validation Loss: 0.34476793 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12225304 ---Validation accuracy:--- 0.9224 Validation Loss: 0.26534852 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10251208 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25339916 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20896058 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23191401 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12554865 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22680485 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06383318 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23507862 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.254438 ---Validation accuracy:--- 0.927 Validation Loss: 0.24471441 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11571428 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23178552 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24970445 ---Validation accuracy:--- 0.924 Validation Loss: 0.2673134 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11831133 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2342876 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12417786 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23432176 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14893639 ---Validation accuracy:--- 0.929 Validation Loss: 0.250425 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10195303 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23438159 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06271028 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22683896 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19651152 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23270261 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13780397 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23893493 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.16358133 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24030566 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10956203 ---Validation accuracy:--- 0.928 Validation Loss: 0.23838213 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08116006 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23325025 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.094911195 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22637466 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18345079 ---Validation accuracy:--- 0.9252 Validation Loss: 0.24106696 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12809224 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28626388 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17689878 ---Validation accuracy:--- 0.9304 Validation Loss: 0.22881536 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11298813 ---Validation accuracy:--- 0.9292 Validation Loss: 0.22895381 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13794863 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24418767 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06996669 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2353095 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16929056 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24318016 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.098930284 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23611987 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11352066 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23576006 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.056355592 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22800884 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16967762 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22651699 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19152656 ---Validation accuracy:--- 0.933 Validation Loss: 0.22608478 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.082659505 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2484551 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16631933 ---Validation accuracy:--- 0.916 Validation Loss: 0.27890903 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1120783 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24111165 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.096882895 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23351157 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08421141 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23679942 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13019426 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23890159 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17570686 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21908589 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09346377 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2248732 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22829361 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26413205 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14849958 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27960503 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19982906 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21475786 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08040956 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2297122 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.099889085 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22888628 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12030508 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23520264 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25771213 ---Validation accuracy:--- 0.927 Validation Loss: 0.25185034 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09967594 ---Validation accuracy:--- 0.936 Validation Loss: 0.21982017 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09419693 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22377396 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06657511 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21293212 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1184349 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24076779 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09353964 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21652623 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1574818 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22408657 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12793045 ---Validation accuracy:--- 0.93 Validation Loss: 0.23729879 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.30804002 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26256746 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15692483 ---Validation accuracy:--- 0.9 Validation Loss: 0.3144344 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13185298 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23376969 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19985867 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23690349 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19960347 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22013022 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18492447 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21858057 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12767307 ---Validation accuracy:--- 0.9312 Validation Loss: 0.22726394 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.11393969 ---Validation accuracy:--- 0.927 Validation Loss: 0.2441784 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09021319 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22477412 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15817034 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28139287 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15853834 ---Validation accuracy:--- 0.929 Validation Loss: 0.23577216 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10795272 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24966137 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07880021 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23678115 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13770418 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24251814 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16404457 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23766309 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15470295 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25027558 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07775722 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23784941 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18879575 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2250097 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17193316 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26425803 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057415266 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25008515 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10369552 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22582969 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16581425 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21568145 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12687215 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21810235 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14139643 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22750048 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08731359 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22979698 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17735094 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22503084 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08003788 ---Validation accuracy:--- 0.935 Validation Loss: 0.22848926 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.23045498 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24275938 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08080987 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22329858 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07259286 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22642648 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18799466 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23355362 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09388185 ---Validation accuracy:--- 0.936 Validation Loss: 0.22629671 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15499426 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25650412 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06037898 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24473852 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17130318 ---Validation accuracy:--- 0.926 Validation Loss: 0.2633436 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16387798 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23594615 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07388028 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2231938 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053889256 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22790249 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13119785 ---Validation accuracy:--- 0.936 Validation Loss: 0.2255002 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17570503 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26787445 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08620331 ---Validation accuracy:--- 0.93 Validation Loss: 0.24893503 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16970596 ---Validation accuracy:--- 0.929 Validation Loss: 0.23496875 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15709643 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22028853 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09966669 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21421 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1169361 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23958503 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16812181 ---Validation accuracy:--- 0.925 Validation Loss: 0.25480518 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16610028 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25263146 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.092152975 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22920427 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1752499 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2325088 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14248328 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23151948 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16517977 ---Validation accuracy:--- 0.9048 Validation Loss: 0.30901948 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4482141 ---Validation accuracy:--- 0.896 Validation Loss: 0.34023392 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15522291 ---Validation accuracy:--- 0.931 Validation Loss: 0.2286951 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22102684 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2653619 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34146094 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2464229 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12071193 ---Validation accuracy:--- 0.9292 Validation Loss: 0.22525088 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093585566 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23682481 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07184091 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22645053 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.112320766 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24158257 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14023742 ---Validation accuracy:--- 0.9162 Validation Loss: 0.27349657 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.072400644 ---Validation accuracy:--- 0.9312 Validation Loss: 0.22653903 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1498591 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23262797 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08361901 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22942251 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14042635 ---Validation accuracy:--- 0.918 Validation Loss: 0.2681526 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.49844903 ---Validation accuracy:--- 0.832 Validation Loss: 0.69411325 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15924284 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2471707 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30844092 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25606385 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.115851805 ---Validation accuracy:--- 0.9232 Validation Loss: 0.24641831 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14636876 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23309961 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12178449 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23918606 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100806266 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23318681 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19079602 ---Validation accuracy:--- 0.935 Validation Loss: 0.22243726 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15034576 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26449466 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17841831 ---Validation accuracy:--- 0.92 Validation Loss: 0.26028907 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1501888 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23417339 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18817379 ---Validation accuracy:--- 0.936 Validation Loss: 0.2147394 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061109 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2103465 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1074266 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22107051 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21574806 ---Validation accuracy:--- 0.923 Validation Loss: 0.25672352 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17500225 ---Validation accuracy:--- 0.935 Validation Loss: 0.226462 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07406402 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2211988 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.109854385 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22011797 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07647 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2411616 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09738717 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2302295 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057860184 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21097364 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08863312 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20470591 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07229859 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21531662 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.116432525 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2192018 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11090784 ---Validation accuracy:--- 0.937 Validation Loss: 0.2246142 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08446313 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20865479 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08350782 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21947879 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06439478 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21654765 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.075382255 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21589263 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0920797 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24204727 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10472205 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20726292 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050513674 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20134252 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16092396 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24138609 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09850819 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22144024 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.074660994 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23508902 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11128675 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22302456 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16852733 ---Validation accuracy:--- 0.923 Validation Loss: 0.25249153 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2534731 ---Validation accuracy:--- 0.9084 Validation Loss: 0.30089462 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2083675 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23712146 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12725611 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20883682 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16038921 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2104771 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11560705 ---Validation accuracy:--- 0.936 Validation Loss: 0.22491272 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0664429 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2237597 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0725672 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21033648 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3154914 ---Validation accuracy:--- 0.92 Validation Loss: 0.28027242 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14588644 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2256283 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15001187 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2177539 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116754636 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2312939 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12911196 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26861715 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16936341 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2220288 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11913193 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24006504 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06737543 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23126914 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.104627095 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21970947 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14136738 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21151634 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061406065 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21752998 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0970911 ---Validation accuracy:--- 0.934 Validation Loss: 0.22905944 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104362376 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22128193 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06785187 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20959966 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1901889 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26651955 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13781276 ---Validation accuracy:--- 0.9182 Validation Loss: 0.26030058 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14029224 ---Validation accuracy:--- 0.9124 Validation Loss: 0.299289 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045042377 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23623757 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14426436 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23196763 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13741212 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25649896 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18516532 ---Validation accuracy:--- 0.9228 Validation Loss: 0.24387525 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.20238645 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33967036 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14863333 ---Validation accuracy:--- 0.918 Validation Loss: 0.27662072 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21892549 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28290772 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08827743 ---Validation accuracy:--- 0.93 Validation Loss: 0.25490972 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09273511 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2165096 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17093575 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23095313 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055498816 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22376612 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.044676956 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21254712 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08076353 ---Validation accuracy:--- 0.934 Validation Loss: 0.23571274 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15197566 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2601546 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15354028 ---Validation accuracy:--- 0.929 Validation Loss: 0.24317679 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.099201605 ---Validation accuracy:--- 0.925 Validation Loss: 0.26766518 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09027205 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22102001 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15907511 ---Validation accuracy:--- 0.937 Validation Loss: 0.21965152 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16701168 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21293826 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11067411 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20958413 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.124489725 ---Validation accuracy:--- 0.938 Validation Loss: 0.22501282 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096591815 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26343536 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24847408 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23781355 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14510195 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2231177 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15979858 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21864028 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057712242 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22421402 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16055645 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22064294 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14194554 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22070293 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19505516 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22564991 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11309357 ---Validation accuracy:--- 0.94 Validation Loss: 0.22117779 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041255616 ---Validation accuracy:--- 0.941 Validation Loss: 0.21474986 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09806936 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21734548 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11337438 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2136217 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26136485 ---Validation accuracy:--- 0.938 Validation Loss: 0.21690066 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13377693 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24382278 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2004662 ---Validation accuracy:--- 0.9326 Validation Loss: 0.21990107 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12642425 ---Validation accuracy:--- 0.938 Validation Loss: 0.21967278 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07592418 ---Validation accuracy:--- 0.936 Validation Loss: 0.21569496 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1946046 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24030991 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09605677 ---Validation accuracy:--- 0.936 Validation Loss: 0.2144033 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1436249 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21586472 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09496563 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23677322 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14562827 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22293279 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15536617 ---Validation accuracy:--- 0.9272 Validation Loss: 0.23911977 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1134536 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24111484 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09247133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23098078 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107790776 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20653877 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.105622634 ---Validation accuracy:--- 0.9336 Validation Loss: 0.21716629 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12624602 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21479368 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.102875814 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22718401 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.074932806 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23760909 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1710464 ---Validation accuracy:--- 0.8944 Validation Loss: 0.34935454 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21739723 ---Validation accuracy:--- 0.929 Validation Loss: 0.2516367 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05901608 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24679072 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15244287 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21386985 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13861609 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25713056 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1313167 ---Validation accuracy:--- 0.93 Validation Loss: 0.236519 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11229335 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23995307 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14877395 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24234849 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13350444 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23367934 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0865374 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23501758 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.075847395 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23693675 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12334266 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2469729 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2366713 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23559517 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058491457 ---Validation accuracy:--- 0.933 Validation Loss: 0.24007127 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.113698 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3196336 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12612036 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26634493 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17204544 ---Validation accuracy:--- 0.93 Validation Loss: 0.24056567 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1514925 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22816636 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21108636 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27377635 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23007275 ---Validation accuracy:--- 0.909 Validation Loss: 0.30034626 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2223508 ---Validation accuracy:--- 0.932 Validation Loss: 0.23101775 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15343353 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24530756 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12551212 ---Validation accuracy:--- 0.9304 Validation Loss: 0.244089 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12041372 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22210237 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07336394 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21540417 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20254454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22016431 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17046444 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2073624 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0975251 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20756757 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.073219635 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20676196 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14564309 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27330416 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15011625 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21980125 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18337393 ---Validation accuracy:--- 0.927 Validation Loss: 0.26399556 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.113349445 ---Validation accuracy:--- 0.93 Validation Loss: 0.2343866 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2324617 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23362705 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.11879526 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22310893 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057526056 ---Validation accuracy:--- 0.936 Validation Loss: 0.2167905 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1199511 ---Validation accuracy:--- 0.933 Validation Loss: 0.22693609 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1545489 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2128852 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11187847 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2525329 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22304276 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2538775 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12651812 ---Validation accuracy:--- 0.936 Validation Loss: 0.22806115 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08546014 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22074164 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12994307 ---Validation accuracy:--- 0.932 Validation Loss: 0.23413628 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.092049226 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23198242 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06305573 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23661055 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13931614 ---Validation accuracy:--- 0.934 Validation Loss: 0.2324624 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16827683 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21586694 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14261691 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23620771 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089386135 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22290593 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07006871 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22332412 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2073201 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2326067 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12621891 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21598166 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21978928 ---Validation accuracy:--- 0.934 Validation Loss: 0.2236138 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.08921433 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23069416 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14448637 ---Validation accuracy:--- 0.9144 Validation Loss: 0.2751536 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21090008 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22628848 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.120471954 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25723428 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1583299 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24520583 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14191058 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25348267 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.078576654 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2133661 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02923932 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22074671 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100325234 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2138658 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11386528 ---Validation accuracy:--- 0.9322 Validation Loss: 0.238044 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13580991 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23484182 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27204606 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25842002 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12428628 ---Validation accuracy:--- 0.932 Validation Loss: 0.23860414 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07209811 ---Validation accuracy:--- 0.936 Validation Loss: 0.21515203 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13370347 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21637559 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10791632 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21520801 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048222456 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25940597 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.128766 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21550389 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.074859984 ---Validation accuracy:--- 0.929 Validation Loss: 0.23066653 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18030576 ---Validation accuracy:--- 0.932 Validation Loss: 0.23748708 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17860703 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2446062 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06607543 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22556177 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2558391 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25968537 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.053701233 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22749516 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.119391136 ---Validation accuracy:--- 0.9178 Validation Loss: 0.25588608 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14413385 ---Validation accuracy:--- 0.931 Validation Loss: 0.22902554 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10004731 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21296123 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08191112 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21970625 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.039950885 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21007563 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.087244704 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2080043 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14170499 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21375483 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25738266 ---Validation accuracy:--- 0.9136 Validation Loss: 0.2770105 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.091812804 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22040196 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075480446 ---Validation accuracy:--- 0.938 Validation Loss: 0.21006912 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12909932 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21277493 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059617843 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20898345 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1252296 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22837846 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12663049 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21585591 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22880805 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24280371 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1335643 ---Validation accuracy:--- 0.9138 Validation Loss: 0.26639453 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11014969 ---Validation accuracy:--- 0.938 Validation Loss: 0.2083916 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08809024 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20419909 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20028825 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20946547 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17830315 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24130945 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19125146 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24299024 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14178509 ---Validation accuracy:--- 0.9278 Validation Loss: 0.246202 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14795652 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23827276 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15737186 ---Validation accuracy:--- 0.933 Validation Loss: 0.23697083 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07948774 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21900561 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1387238 ---Validation accuracy:--- 0.931 Validation Loss: 0.22376113 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21748883 ---Validation accuracy:--- 0.922 Validation Loss: 0.2596121 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14738259 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2441713 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11443567 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22267671 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046682816 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22407 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08115179 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21439812 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18570429 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22055869 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06971102 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21272285 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14077014 ---Validation accuracy:--- 0.928 Validation Loss: 0.23597886 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.031824693 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22175147 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17276882 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21145637 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06324965 ---Validation accuracy:--- 0.938 Validation Loss: 0.20391992 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17606178 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23696004 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24306744 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21124986 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11039431 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20479937 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07833585 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21290718 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06561505 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22042148 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11378077 ---Validation accuracy:--- 0.937 Validation Loss: 0.22004355 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09945211 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20757705 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09210315 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21833412 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09300083 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21662915 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13519977 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23007715 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07447908 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21151987 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1630643 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27053136 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16086407 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21168928 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15859762 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21712267 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08961252 ---Validation accuracy:--- 0.934 Validation Loss: 0.22782412 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06447892 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22942778 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059986647 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23225579 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14532736 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21837178 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08929961 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21333374 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10545485 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21419002 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.220775 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23127688 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.10553999 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20701072 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10552109 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22239712 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17667778 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23339151 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10115566 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22246072 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12646244 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24673936 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10658684 ---Validation accuracy:--- 0.936 Validation Loss: 0.21708667 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08799205 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23773737 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14782976 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2183106 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.111740224 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25709683 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08870305 ---Validation accuracy:--- 0.938 Validation Loss: 0.21138984 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08854027 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2261509 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23455824 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22312915 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108276695 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21116684 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14242907 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22365904 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07800304 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21660928 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09086511 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22179458 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055021156 ---Validation accuracy:--- 0.936 Validation Loss: 0.21648066 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.19983555 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22272217 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15089253 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2221062 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082631394 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22099353 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0975144 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21611445 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09021142 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2280107 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1770192 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2588333 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3024475 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24481197 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.115018845 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23260784 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09725399 ---Validation accuracy:--- 0.931 Validation Loss: 0.22856133 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13646406 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2123355 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16927037 ---Validation accuracy:--- 0.937 Validation Loss: 0.21434924 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07360831 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2233991 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09222855 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21609454 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.092899255 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22089301 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.042656656 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2116324 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13578764 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22653565 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.052032605 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2104729 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07910759 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20685054 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038650602 ---Validation accuracy:--- 0.941 Validation Loss: 0.20410739 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12605415 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22503445 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14363079 ---Validation accuracy:--- 0.938 Validation Loss: 0.21415552 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07065831 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22277558 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07735136 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19904764 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13526642 ---Validation accuracy:--- 0.943 Validation Loss: 0.19933411 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.082376964 ---Validation accuracy:--- 0.941 Validation Loss: 0.2023681 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.136009 ---Validation accuracy:--- 0.928 Validation Loss: 0.24380188 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06943819 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21608706 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1505574 ---Validation accuracy:--- 0.9176 Validation Loss: 0.26595455 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10803923 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21646345 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096216686 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23608652 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13073796 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27692255 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14935666 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22872996 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15150493 ---Validation accuracy:--- 0.933 Validation Loss: 0.21080752 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06991477 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20669863 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111152686 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21287559 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104518235 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2056019 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09751542 ---Validation accuracy:--- 0.941 Validation Loss: 0.20746706 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10202635 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19992356 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13573681 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23511533 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12492915 ---Validation accuracy:--- 0.9334 Validation Loss: 0.21678089 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089045025 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2151666 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11947231 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2110938 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12006584 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28451523 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15807484 ---Validation accuracy:--- 0.937 Validation Loss: 0.21599947 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06386885 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2282628 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.107203245 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22803555 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17017071 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2088664 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09097793 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21148306 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14223039 ---Validation accuracy:--- 0.933 Validation Loss: 0.2209348 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09693565 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21101673 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16474749 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22624575 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0789295 ---Validation accuracy:--- 0.938 Validation Loss: 0.21104556 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06998615 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2341604 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23371948 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19667493 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13712473 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19684282 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07548171 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20265225 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10607751 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19964305 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13766435 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20929357 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10841968 ---Validation accuracy:--- 0.938 Validation Loss: 0.22022559 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061442018 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20167346 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14348324 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22913358 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08755751 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22647007 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11293903 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21807192 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08113119 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20551716 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.032414038 ---Validation accuracy:--- 0.939 Validation Loss: 0.21088447 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09991764 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20281297 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08500902 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20707683 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13345462 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20532568 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14485994 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2022126 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13781121 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24043182 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04118125 ---Validation accuracy:--- 0.936 Validation Loss: 0.21149111 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15682933 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22634609 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13214532 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2061433 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.087183535 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20756431 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07214273 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2081479 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.113179095 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21430327 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12381235 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22634317 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.056789972 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2407241 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12411438 ---Validation accuracy:--- 0.937 Validation Loss: 0.22056133 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10835161 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21322654 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.069437414 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2420546 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25032625 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21698965 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12790191 ---Validation accuracy:--- 0.936 Validation Loss: 0.22078574 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09463355 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20711699 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11283551 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22548692 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0325021 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21690811 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13147362 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2233064 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08713503 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2119042 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09647251 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21200481 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08185911 ---Validation accuracy:--- 0.938 Validation Loss: 0.22004482 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22059019 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25166696 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06984195 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21697678 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054779053 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22279541 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12136414 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24383147 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.067618005 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23112217 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09736654 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21183321 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08385795 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20491788 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1620493 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20662019 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13621478 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20246187 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06998709 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20717998 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15595877 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23052314 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11620004 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21558364 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11498474 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19457512 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07405887 ---Validation accuracy:--- 0.9396 Validation Loss: 0.206125 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07116737 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20641907 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11375123 ---Validation accuracy:--- 0.935 Validation Loss: 0.21667288 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084563404 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2127586 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08234008 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1951131 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16567555 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20904243 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1324014 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20284452 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07953418 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25416392 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14770003 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21119712 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.07379518 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21276373 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07349811 ---Validation accuracy:--- 0.944 Validation Loss: 0.1949034 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08251806 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2109294 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.054384395 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20556284 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.13125683 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2230188 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06724919 ---Validation accuracy:--- 0.943 Validation Loss: 0.20086245 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14754726 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21348327 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17622852 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21363525 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19695602 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22839268 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14835235 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24252605 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10573677 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22493818 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06813442 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2088791 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07912982 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19305895 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0923282 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19802907 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14332458 ---Validation accuracy:--- 0.939 Validation Loss: 0.20695771 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06534852 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24726857 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23946866 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23604555 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07794039 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21257414 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.095870264 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21530752 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12269092 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21701382 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15649667 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24350564 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13798979 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20146716 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.194007 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20666926 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.076373585 ---Validation accuracy:--- 0.933 Validation Loss: 0.231052 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15955499 ---Validation accuracy:--- 0.94 Validation Loss: 0.20782498 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.117604144 ---Validation accuracy:--- 0.941 Validation Loss: 0.20238471 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09339255 ---Validation accuracy:--- 0.94 Validation Loss: 0.20370115 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.23952682 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20527373 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.073305644 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23423213 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1579701 ---Validation accuracy:--- 0.941 Validation Loss: 0.19810991 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108173825 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19617127 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06583818 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21179257 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089866444 ---Validation accuracy:--- 0.936 Validation Loss: 0.21404126 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18945403 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27342427 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45289528 ---Validation accuracy:--- 0.8688 Validation Loss: 0.43065542 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1550098 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21282463 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06270929 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19695553 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12707764 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20223084 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07620531 ---Validation accuracy:--- 0.943 Validation Loss: 0.19664842 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13678159 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20177476 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07024372 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1996936 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14493936 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1991246 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20082921 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20137078 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1742652 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19413331 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.115942195 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25707746 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15478702 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1992614 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09361546 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1955966 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08528171 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20797355 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2256571 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19853994 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08608522 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2017703 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13941088 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2068857 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.103316 ---Validation accuracy:--- 0.939 Validation Loss: 0.20949282 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0794193 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20287742 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13408127 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20579512 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082308844 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20016226 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.096433096 ---Validation accuracy:--- 0.942 Validation Loss: 0.1957136 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15790804 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2288598 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11763903 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21446182 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1522407 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20779686 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10359211 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20096369 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08386655 ---Validation accuracy:--- 0.942 Validation Loss: 0.20265527 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11389311 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23733638 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13420787 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2532758 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13501532 ---Validation accuracy:--- 0.885 Validation Loss: 0.3716982 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063405864 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2183956 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16271582 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21519041 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089525335 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22504205 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15644711 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22586438 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20725602 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21848574 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11283293 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20643291 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07834467 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23187815 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.123717725 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21713227 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09615948 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21270996 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13899818 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22418438 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0885355 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24174854 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16729403 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19743142 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14119351 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19866979 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075510405 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20560254 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17649159 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21047984 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029219769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19899502 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.088822156 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20698325 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11495695 ---Validation accuracy:--- 0.931 Validation Loss: 0.2442942 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.104889624 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24400869 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12942739 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22624911 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.10841724 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20643325 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13304515 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23937465 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13115552 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21126997 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0400239 ---Validation accuracy:--- 0.938 Validation Loss: 0.2104315 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.091533765 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21572766 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.099633075 ---Validation accuracy:--- 0.943 Validation Loss: 0.200544 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10414691 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19842874 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063834764 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19267641 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22763796 ---Validation accuracy:--- 0.931 Validation Loss: 0.24539536 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.118173085 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2139125 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13797335 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2050793 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.071384266 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19177702 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041256577 ---Validation accuracy:--- 0.947 Validation Loss: 0.19039313 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11931735 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19561796 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05811478 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19301435 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12526478 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22010374 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101287544 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20650005 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080395795 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21484739 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047428228 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20593618 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1305491 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20916182 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08654291 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20418236 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08304119 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20110212 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20207989 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2583145 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083234236 ---Validation accuracy:--- 0.939 Validation Loss: 0.20590909 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03488994 ---Validation accuracy:--- 0.94 Validation Loss: 0.20813452 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08973145 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21037346 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034787476 ---Validation accuracy:--- 0.935 Validation Loss: 0.22239506 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13876162 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20910396 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05722436 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21040444 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18628228 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23550162 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10937262 ---Validation accuracy:--- 0.937 Validation Loss: 0.2265252 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22586794 ---Validation accuracy:--- 0.925 Validation Loss: 0.2729065 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10893035 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20388089 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055294428 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20477551 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.042194128 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20599209 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08182281 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2197565 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07372751 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22238871 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09561613 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22743025 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18514904 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21069312 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23140118 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21934938 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.07632505 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22965327 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08241554 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20362587 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15155402 ---Validation accuracy:--- 0.9416 Validation Loss: 0.203191 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17887802 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2554596 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080921575 ---Validation accuracy:--- 0.942 Validation Loss: 0.21197759 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14744507 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21411778 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14352831 ---Validation accuracy:--- 0.939 Validation Loss: 0.22054216 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07302067 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19874638 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09679262 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20586263 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061476424 ---Validation accuracy:--- 0.945 Validation Loss: 0.20003012 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22812863 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26333246 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07624891 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20381047 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14852872 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22067046 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0786075 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20285401 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09495619 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21650422 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12294762 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19856538 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026694978 ---Validation accuracy:--- 0.9434 Validation Loss: 0.205122 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13997513 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2056728 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07413795 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20790575 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11952352 ---Validation accuracy:--- 0.938 Validation Loss: 0.21395776 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.063886456 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21933503 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10141965 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20667624 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0675351 ---Validation accuracy:--- 0.943 Validation Loss: 0.2008878 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0780578 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20073986 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.17891178 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20470041 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026091395 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1936238 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10156063 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22428484 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19876145 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26055545 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.120099574 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20372267 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13626857 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21873857 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16080374 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20180671 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114055015 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21082957 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16433823 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21526201 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080241516 ---Validation accuracy:--- 0.934 Validation Loss: 0.22374475 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16385461 ---Validation accuracy:--- 0.923 Validation Loss: 0.25039172 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13841963 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22605662 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12598711 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19319427 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20279095 ---Validation accuracy:--- 0.94 Validation Loss: 0.20440625 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14323157 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19813053 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07761578 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21373853 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1200395 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19806068 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10634827 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21632446 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15145212 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22893697 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060866855 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19858813 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06230033 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21142459 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0994604 ---Validation accuracy:--- 0.9152 Validation Loss: 0.28178358 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20581955 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22311027 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11795059 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20659824 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07296435 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22899003 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13331951 ---Validation accuracy:--- 0.944 Validation Loss: 0.20092764 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15057303 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20387194 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0528829 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20026878 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08905679 ---Validation accuracy:--- 0.943 Validation Loss: 0.20847923 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08796573 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19980362 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051702663 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19232054 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.049217615 ---Validation accuracy:--- 0.936 Validation Loss: 0.21536894 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14433399 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20100465 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11150574 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20757999 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.119498946 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21643989 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06763105 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21218742 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07750287 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21754326 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112664364 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20118925 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16044568 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21010128 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1130999 ---Validation accuracy:--- 0.937 Validation Loss: 0.22691111 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048914634 ---Validation accuracy:--- 0.943 Validation Loss: 0.20619482 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15143293 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21331993 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25790405 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19605263 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034043018 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1949083 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0407402 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20453206 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050133295 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19717741 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20104843 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2268626 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08115233 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21720152 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10493165 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20350695 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09382062 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20287451 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13958916 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22709511 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10957241 ---Validation accuracy:--- 0.9408 Validation Loss: 0.1953712 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0781956 ---Validation accuracy:--- 0.9386 Validation Loss: 0.215008 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12957452 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20419037 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08445082 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24208975 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04710466 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21989761 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09059597 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20956343 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12987629 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20919082 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04574909 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21028559 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11481459 ---Validation accuracy:--- 0.936 Validation Loss: 0.2266243 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14298192 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2244122 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11549508 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22036836 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.11040804 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22585772 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19006954 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2154449 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0380792 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20448366 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06577839 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2162458 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10914057 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20546982 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22291178 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25739774 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06870761 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2078813 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16116744 ---Validation accuracy:--- 0.943 Validation Loss: 0.19618562 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089643195 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21410279 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14412133 ---Validation accuracy:--- 0.943 Validation Loss: 0.20010285 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09003615 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19388789 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14839874 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19443293 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21161692 ---Validation accuracy:--- 0.935 Validation Loss: 0.22049765 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09151905 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19726416 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08469728 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19387363 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.086872794 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21920907 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031806745 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21317105 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08438467 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21823457 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11436755 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20475532 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.103195705 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21649559 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0688416 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23174846 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11825865 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23743731 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037401948 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21066211 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08755974 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20100217 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053000145 ---Validation accuracy:--- 0.941 Validation Loss: 0.20100436 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21226007 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19269173 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.115261935 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19885254 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06065137 ---Validation accuracy:--- 0.941 Validation Loss: 0.19708657 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07024278 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20390119 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2575357 ---Validation accuracy:--- 0.938 Validation Loss: 0.21266353 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21470825 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2104916 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0723403 ---Validation accuracy:--- 0.945 Validation Loss: 0.1946535 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07879059 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20766436 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035713233 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18957552 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07344174 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22736059 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20409466 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2045306 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05984395 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19355388 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10765769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19696982 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04614915 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24423179 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22919852 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28695685 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10467907 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22300237 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09302589 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20113869 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0689787 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21114492 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08703995 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20838453 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11924404 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2057914 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09415756 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20891756 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11331257 ---Validation accuracy:--- 0.933 Validation Loss: 0.22661477 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04262575 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2222838 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1971148 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19687064 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14405528 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19394457 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03371039 ---Validation accuracy:--- 0.939 Validation Loss: 0.2155548 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10389629 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22679877 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.101449154 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19948275 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.076055005 ---Validation accuracy:--- 0.941 Validation Loss: 0.1972507 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06543451 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2114394 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08791015 ---Validation accuracy:--- 0.936 Validation Loss: 0.2294373 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016682968 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19494551 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0575722 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1915925 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035776358 ---Validation accuracy:--- 0.945 Validation Loss: 0.19092962 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24009445 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2637186 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08215583 ---Validation accuracy:--- 0.939 Validation Loss: 0.21124558 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026423274 ---Validation accuracy:--- 0.943 Validation Loss: 0.19575472 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15417248 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24121445 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16353165 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2553681 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.099753074 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19367708 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039038055 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19564971 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10839449 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2083406 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07932028 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2121604 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07229741 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20392174 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06998338 ---Validation accuracy:--- 0.938 Validation Loss: 0.20906995 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20482606 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22865832 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07267946 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20260464 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048994333 ---Validation accuracy:--- 0.941 Validation Loss: 0.2004819 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08063545 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1971139 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.118461706 ---Validation accuracy:--- 0.927 Validation Loss: 0.24243484 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13875891 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22463614 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2531246 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24294473 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07304285 ---Validation accuracy:--- 0.935 Validation Loss: 0.21959643 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.12849663 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19311747 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14625837 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21402034 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11538418 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2097296 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11423113 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20539233 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16118973 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20326531 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12488391 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19755447 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14049818 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21516934 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07101796 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21397126 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20394154 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22355762 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04515656 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2140057 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16426216 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21545884 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12581803 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21369617 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17845592 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3010725 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07948255 ---Validation accuracy:--- 0.939 Validation Loss: 0.21053213 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12823956 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1939199 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03904428 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19526744 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07864219 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19340865 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018023238 ---Validation accuracy:--- 0.945 Validation Loss: 0.19411214 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.099856876 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23967543 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2080405 ---Validation accuracy:--- 0.942 Validation Loss: 0.2084149 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.126997 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20871468 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.091040134 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2107498 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.13789183 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19347076 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08446005 ---Validation accuracy:--- 0.928 Validation Loss: 0.2503143 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27028596 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2198644 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22827834 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27532172 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22978184 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20207623 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062234078 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19114965 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12502138 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19803526 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10272286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19616655 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13268284 ---Validation accuracy:--- 0.942 Validation Loss: 0.2030221 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1681071 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22074382 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.112962894 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19631833 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10315724 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19855145 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1810268 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20534736 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10826464 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19940044 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12921448 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19915287 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1288751 ---Validation accuracy:--- 0.937 Validation Loss: 0.21017642 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12839563 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21426636 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10606503 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22467324 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121167555 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2191812 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16592832 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20164655 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08077447 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2228794 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05859421 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19703487 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07546689 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19240385 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07024902 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20582402 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1243644 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22300334 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17644642 ---Validation accuracy:--- 0.939 Validation Loss: 0.20345557 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09495967 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1922862 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09920842 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21239798 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22311485 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2142241 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17552514 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21108232 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08578933 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19314995 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13459514 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22930032 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09565249 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22047968 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11017225 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22446142 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08266027 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20374028 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11454562 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20798919 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09428291 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2017404 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.092227936 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2027346 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11013014 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20319445 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09166701 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20604385 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.097163655 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21285488 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14592908 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19084412 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088565044 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1978154 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09045195 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19751772 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16351318 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20114994 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121382006 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19533603 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15462138 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22372797 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08991673 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2365646 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15768206 ---Validation accuracy:--- 0.9368 Validation Loss: 0.214572 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13902575 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23704404 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057918884 ---Validation accuracy:--- 0.937 Validation Loss: 0.22612405 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05766789 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19970788 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18915558 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2025527 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10903423 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21957754 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08210661 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21605225 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17355074 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20669058 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10557707 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19895825 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08457901 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19560157 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.039625168 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19371569 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10932309 ---Validation accuracy:--- 0.943 Validation Loss: 0.19162086 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15186816 ---Validation accuracy:--- 0.945 Validation Loss: 0.19560494 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1270494 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18686162 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09742491 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22145191 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.088727646 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20522891 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13265677 ---Validation accuracy:--- 0.938 Validation Loss: 0.2180497 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3065226 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21782349 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14402534 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21178928 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11664874 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21602727 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11261522 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20298217 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07743666 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18792485 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062302403 ---Validation accuracy:--- 0.943 Validation Loss: 0.18805738 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08226358 ---Validation accuracy:--- 0.942 Validation Loss: 0.19953896 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07784805 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19392087 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11556592 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22624311 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.088211715 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19849953 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08893501 ---Validation accuracy:--- 0.946 Validation Loss: 0.188315 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12831327 ---Validation accuracy:--- 0.938 Validation Loss: 0.21554263 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09916051 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2115664 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1631616 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20596787 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08747558 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21086866 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.074967824 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1972987 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09299931 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18820286 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047587357 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20691648 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18908405 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20106465 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09429632 ---Validation accuracy:--- 0.945 Validation Loss: 0.19052319 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07110726 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2151062 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14071059 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1869042 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049544334 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19073685 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04425107 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19687994 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.105391644 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19428779 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.120405175 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2092606 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10230409 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20666079 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03404139 ---Validation accuracy:--- 0.94 Validation Loss: 0.19872983 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055436663 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20110893 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13933755 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19983403 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072219156 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26187816 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034076873 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22026025 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.106929496 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21368642 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14165294 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20602554 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.124483645 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21187837 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22117712 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20263477 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13346146 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21445347 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04380139 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19276486 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.043600984 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20804586 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1581649 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21882075 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07058718 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19817665 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06379203 ---Validation accuracy:--- 0.938 Validation Loss: 0.2161817 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16686638 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20210655 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07555471 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18566412 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06303228 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18816675 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09557709 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19034107 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20097858 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20056675 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054725572 ---Validation accuracy:--- 0.944 Validation Loss: 0.19421132 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09603505 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1937901 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09807607 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18876861 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09958311 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20168726 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.121854685 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18700199 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.093959466 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19387875 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06832553 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19644418 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08654356 ---Validation accuracy:--- 0.947 Validation Loss: 0.18720502 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13421208 ---Validation accuracy:--- 0.945 Validation Loss: 0.19098394 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025401287 ---Validation accuracy:--- 0.947 Validation Loss: 0.18842073 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14647345 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18969616 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0667574 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19312304 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05486138 ---Validation accuracy:--- 0.9266 Validation Loss: 0.23862988 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1785206 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19437805 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0780954 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19875814 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06502696 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20114645 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03180691 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18664134 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10512853 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18436849 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10392002 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19770938 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16125576 ---Validation accuracy:--- 0.945 Validation Loss: 0.19703965 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14643586 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18865398 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09803663 ---Validation accuracy:--- 0.937 Validation Loss: 0.21695386 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13163322 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24475586 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.096831284 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20060693 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13818221 ---Validation accuracy:--- 0.9412 Validation Loss: 0.1982709 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1121087 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18742515 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.058486667 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20425087 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.064727604 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18152322 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035279747 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19942018 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089502394 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19188206 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052370634 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1824784 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06733479 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18621221 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.086933896 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23806636 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15747376 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23842007 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06387923 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20166284 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07673638 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2076126 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12816906 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2115636 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.116071574 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19635352 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07414274 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2027736 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15124355 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27548063 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018014608 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18828945 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12992226 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18204118 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12575938 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22708228 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19596386 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23056145 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10167276 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22924414 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14372748 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2014789 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16792023 ---Validation accuracy:--- 0.933 Validation Loss: 0.22853726 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1032036 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19915122 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14126764 ---Validation accuracy:--- 0.942 Validation Loss: 0.19735259 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09423357 ---Validation accuracy:--- 0.942 Validation Loss: 0.19949469 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14018223 ---Validation accuracy:--- 0.942 Validation Loss: 0.19658831 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11324544 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18547793 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07600931 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18709072 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09030114 ---Validation accuracy:--- 0.946 Validation Loss: 0.18873744 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097458705 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21026398 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10983405 ---Validation accuracy:--- 0.9394 Validation Loss: 0.19508696 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07835639 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19368455 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.071804665 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19407259 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14122765 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18204118 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03714665 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1939801 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.080957755 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19776346 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098203614 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19664106 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052253094 ---Validation accuracy:--- 0.9412 Validation Loss: 0.194468 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1911065 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2534578 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16848865 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20370801 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10187704 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20689753 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055757962 ---Validation accuracy:--- 0.944 Validation Loss: 0.19332094 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.075516395 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19222017 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14292803 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19670515 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18763113 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2207808 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12893252 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19566183 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15081638 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22632849 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020357713 ---Validation accuracy:--- 0.943 Validation Loss: 0.19920456 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16937733 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2006842 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056705464 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18361175 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12746033 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19182698 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1071386 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20973425 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09694471 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18949038 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10348923 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19097857 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09238229 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20589241 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19512686 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19551012 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086019896 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22295585 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057126705 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19787392 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09936335 ---Validation accuracy:--- 0.946 Validation Loss: 0.18842788 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074099615 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19555295 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22127919 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18052146 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0939549 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19975686 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036093418 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18071993 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07375599 ---Validation accuracy:--- 0.941 Validation Loss: 0.20725232 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14831033 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1874641 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11170165 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18745042 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14270565 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20710957 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060000166 ---Validation accuracy:--- 0.942 Validation Loss: 0.20098852 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.167916 ---Validation accuracy:--- 0.942 Validation Loss: 0.20004165 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.058877416 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20461367 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16833201 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23107286 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1365888 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20631665 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1796593 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20118378 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08149786 ---Validation accuracy:--- 0.9386 Validation Loss: 0.19821663 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1178615 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21646968 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062515296 ---Validation accuracy:--- 0.94 Validation Loss: 0.20508255 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.114705026 ---Validation accuracy:--- 0.941 Validation Loss: 0.20622456 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13327426 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20507036 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07861869 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18625322 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121219434 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20003596 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12008097 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20138963 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14307058 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21904846 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.07054008 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20965499 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031327013 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18874119 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15815261 ---Validation accuracy:--- 0.948 Validation Loss: 0.18225273 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09408062 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20268115 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07028308 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23418967 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084999695 ---Validation accuracy:--- 0.941 Validation Loss: 0.20132232 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.083727166 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20037639 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.1096425 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23140647 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12472038 ---Validation accuracy:--- 0.945 Validation Loss: 0.19085687 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03531737 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20846765 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09344902 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20383027 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047979776 ---Validation accuracy:--- 0.942 Validation Loss: 0.20243564 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0500154 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21254571 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23650284 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21157044 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.075192414 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19991592 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1259193 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19385266 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15729605 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2228161 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15063563 ---Validation accuracy:--- 0.944 Validation Loss: 0.1978959 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12159395 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1921157 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15956812 ---Validation accuracy:--- 0.948 Validation Loss: 0.18676491 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1287048 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19923456 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.101369925 ---Validation accuracy:--- 0.945 Validation Loss: 0.19280437 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05797412 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18709442 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.058151685 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18341301 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091848165 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1918756 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26367092 ---Validation accuracy:--- 0.941 Validation Loss: 0.20979072 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06585897 ---Validation accuracy:--- 0.949 Validation Loss: 0.18620016 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06535758 ---Validation accuracy:--- 0.947 Validation Loss: 0.1963157 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08582373 ---Validation accuracy:--- 0.945 Validation Loss: 0.20201002 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06631425 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21646371 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13254555 ---Validation accuracy:--- 0.937 Validation Loss: 0.22658853 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.067479655 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21842432 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109054 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1983503 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19696434 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22644636 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05781956 ---Validation accuracy:--- 0.947 Validation Loss: 0.1828647 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11008854 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19658037 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09910171 ---Validation accuracy:--- 0.943 Validation Loss: 0.19280307 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09710391 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19030178 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02417389 ---Validation accuracy:--- 0.949 Validation Loss: 0.18394859 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08986566 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19719933 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091345996 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2013667 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.123546235 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20640239 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07575633 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22096528 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19191681 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20433922 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.114099935 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21449177 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07882151 ---Validation accuracy:--- 0.942 Validation Loss: 0.19737113 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07065378 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19275272 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.104692586 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1870678 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07581005 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21030733 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15808798 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18466406 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08195314 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20840488 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07316995 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2132396 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036365062 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19465384 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11833344 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21274556 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059688922 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18644825 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036093425 ---Validation accuracy:--- 0.948 Validation Loss: 0.18877873 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03079082 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18642795 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06767349 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18221414 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044224173 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1826242 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07703719 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19908476 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13501012 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2074346 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07713345 ---Validation accuracy:--- 0.936 Validation Loss: 0.21635605 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036614053 ---Validation accuracy:--- 0.939 Validation Loss: 0.21662119 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.043391157 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19914934 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11842434 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20895477 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03593104 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19624865 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06579594 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1906469 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02554915 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20632017 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13476135 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1911707 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029416258 ---Validation accuracy:--- 0.941 Validation Loss: 0.19819471 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09157487 ---Validation accuracy:--- 0.947 Validation Loss: 0.18606243 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06423759 ---Validation accuracy:--- 0.945 Validation Loss: 0.19640131 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.33413556 ---Validation accuracy:--- 0.929 Validation Loss: 0.2552035 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10465006 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22776008 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04517724 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2118709 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.098561935 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20358725 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08673487 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21122241 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041085783 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18819486 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087221004 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20093924 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08621544 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19786213 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052959085 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19038266 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.072726734 ---Validation accuracy:--- 0.944 Validation Loss: 0.19811168 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05705206 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18938631 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076391414 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19733809 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.094355755 ---Validation accuracy:--- 0.943 Validation Loss: 0.20323427 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055616654 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20095389 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027805872 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18950002 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049184766 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20959538 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.2332438 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20720625 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09860559 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21087947 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1391862 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2336191 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.124242306 ---Validation accuracy:--- 0.941 Validation Loss: 0.20880093 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031350896 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19988072 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14234176 ---Validation accuracy:--- 0.945 Validation Loss: 0.19817677 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06369369 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2115685 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09944531 ---Validation accuracy:--- 0.941 Validation Loss: 0.20039447 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11471382 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18507855 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10477461 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18493284 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08821909 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18336561 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0722147 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1901471 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07064763 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22285523 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09828101 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19184934 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07726806 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19249587 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16117108 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1901749 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0915026 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19781342 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16046593 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20474131 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13514166 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22618394 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13458899 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19768664 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07895609 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2213002 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051554855 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19279729 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16231617 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18903483 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19300814 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19233385 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076289766 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19911097 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11121355 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18714418 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.124101475 ---Validation accuracy:--- 0.9222 Validation Loss: 0.24685712 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040093575 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22588338 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.115200154 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21089676 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05830802 ---Validation accuracy:--- 0.939 Validation Loss: 0.20253561 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06788095 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19952771 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10909033 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18910491 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07623003 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19551006 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09243889 ---Validation accuracy:--- 0.943 Validation Loss: 0.19825561 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035081424 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21865517 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0950938 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23388962 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1241432 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18652962 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015314093 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1846719 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10876696 ---Validation accuracy:--- 0.929 Validation Loss: 0.243013 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12378189 ---Validation accuracy:--- 0.94 Validation Loss: 0.20601545 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04778426 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19104502 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04217644 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18330857 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05719435 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18293151 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2521397 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25968367 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11094271 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20485747 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04191845 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20663261 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15421852 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22613323 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.071148165 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18597385 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08651891 ---Validation accuracy:--- 0.942 Validation Loss: 0.19605021 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117447115 ---Validation accuracy:--- 0.944 Validation Loss: 0.18690102 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062749356 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22379038 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08390423 ---Validation accuracy:--- 0.943 Validation Loss: 0.20883305 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025141723 ---Validation accuracy:--- 0.948 Validation Loss: 0.18062598 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.12256341 ---Validation accuracy:--- 0.942 Validation Loss: 0.20942394 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077786386 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18388997 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08440113 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26985288 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.192157 ---Validation accuracy:--- 0.941 Validation Loss: 0.20609917 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06493922 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19257331 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031939052 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20164135 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06532415 ---Validation accuracy:--- 0.944 Validation Loss: 0.18968795 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.133608 ---Validation accuracy:--- 0.944 Validation Loss: 0.19930787 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029649565 ---Validation accuracy:--- 0.947 Validation Loss: 0.18302414 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10192886 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18106428 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.062170774 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19313481 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.043487016 ---Validation accuracy:--- 0.9362 Validation Loss: 0.20414117 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08793143 ---Validation accuracy:--- 0.943 Validation Loss: 0.19304946 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13756838 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22869751 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14158128 ---Validation 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---Validation accuracy:--- 0.9438 Validation Loss: 0.192025 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08715094 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2191301 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07109623 ---Validation accuracy:--- 0.9396 Validation Loss: 0.19966243 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06379796 ---Validation accuracy:--- 0.944 Validation Loss: 0.18813166 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12470026 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21010251 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10178892 ---Validation accuracy:--- 0.941 Validation Loss: 0.19857687 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06312263 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19731767 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05373 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21233623 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.033414584 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1916242 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031049972 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19601747 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04223071 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20869915 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062208835 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20384541 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09788684 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18923502 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07355848 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18196973 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09806087 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18441047 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06615832 ---Validation accuracy:--- 0.947 Validation Loss: 0.18282595 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12451009 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20164233 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12845634 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20048729 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.110232696 ---Validation accuracy:--- 0.942 Validation Loss: 0.2002048 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18789017 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18557054 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12079076 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17453352 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.105407946 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19013043 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04634018 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19579023 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14824672 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2065428 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04568056 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19674598 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.048175756 ---Validation accuracy:--- 0.9342 Validation Loss: 0.21834387 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07225426 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23343267 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.17573716 ---Validation accuracy:--- 0.933 Validation Loss: 0.23803546 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.109932855 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22191097 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0694124 ---Validation accuracy:--- 0.944 Validation Loss: 0.18909039 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15151927 ---Validation accuracy:--- 0.93 Validation Loss: 0.24286309 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.208353 ---Validation accuracy:--- 0.9322 Validation Loss: 0.236533 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1485929 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25118613 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.45370254 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2516337 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06595698 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19210275 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089161016 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18361405 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06385875 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19116065 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08217424 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19848824 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09163053 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21718687 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08492808 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19940554 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07986961 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19421574 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086111985 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19990233 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.098437674 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19338584 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.073974594 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18916601 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04615469 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1847334 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05756029 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18162544 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14109538 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18584353 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07036317 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1933019 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14064988 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19487612 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0980616 ---Validation accuracy:--- 0.938 Validation Loss: 0.20823221 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047516257 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18171321 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0631847 ---Validation accuracy:--- 0.944 Validation Loss: 0.19120896 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053490352 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18091682 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07359552 ---Validation accuracy:--- 0.94 Validation Loss: 0.20132804 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053329777 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18362707 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13735239 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19670056 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06508693 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18955278 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1506591 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20846194 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20217304 ---Validation accuracy:--- 0.939 Validation Loss: 0.20345087 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17784816 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18377998 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09169254 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20259294 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.086111374 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19817132 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14632013 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18801028 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054004837 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18501157 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1077656 ---Validation accuracy:--- 0.946 Validation Loss: 0.18922363 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12598993 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18818562 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19988653 ---Validation accuracy:--- 0.947 Validation Loss: 0.18022741 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15014432 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20116353 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08401579 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18160294 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06688638 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17626613 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.046036292 ---Validation accuracy:--- 0.9398 Validation Loss: 0.1974197 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20125663 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20296806 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12083677 ---Validation accuracy:--- 0.9406 Validation Loss: 0.194894 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12539855 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19847931 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17812245 ---Validation accuracy:--- 0.934 Validation Loss: 0.21631853 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10538927 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19844304 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08998158 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19982281 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0986083 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21699 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.048195742 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19272228 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057622623 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19630818 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07246078 ---Validation accuracy:--- 0.946 Validation Loss: 0.18803328 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11281551 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20834057 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14010221 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1910836 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13661829 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24238609 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046710573 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20175667 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039966997 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19250293 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05645052 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21593627 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057572402 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18516916 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12345271 ---Validation accuracy:--- 0.936 Validation Loss: 0.22119717 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09719587 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18028396 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10529177 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20335017 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.056346036 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19624837 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0633054 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19472337 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09979013 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17910342 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0747925 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17837375 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13898692 ---Validation accuracy:--- 0.946 Validation Loss: 0.18675222 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16963059 ---Validation accuracy:--- 0.937 Validation Loss: 0.22980012 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07725009 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18314084 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.20276855 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21588475 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037853807 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19393393 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046082754 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20081691 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049387604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18384771 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06509618 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18223992 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062544115 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19347766 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06768868 ---Validation accuracy:--- 0.945 Validation Loss: 0.19239125 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062324557 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18815333 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11204431 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18066978 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050485946 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19904634 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09808933 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2193441 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10819533 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19083904 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097841285 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Loss: 0.05754677 ---Validation accuracy:--- 0.9524 Validation Loss: 0.18039842 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.060246773 ---Validation accuracy:--- 0.95 Validation Loss: 0.18443066 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1192914 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18217227 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053211786 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17613003 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13811521 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20573579 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1096371 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19918893 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03409492 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19435681 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06304266 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18983425 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08017476 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2127644 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13541389 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19400212 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09926083 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19900523 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09617155 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19515914 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07592907 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19731636 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08989358 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18796718 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14434244 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19846188 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11596526 ---Validation accuracy:--- 0.943 Validation Loss: 0.19718173 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1318818 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21144032 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18891667 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20334783 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08928786 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1921522 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08773716 ---Validation accuracy:--- 0.943 Validation Loss: 0.20377307 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14096913 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18641111 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03915144 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17652658 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.109170504 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18013518 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07605216 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19069186 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05051545 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2044571 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062760614 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18364806 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038636528 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18986844 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07366541 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19027646 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.073027715 ---Validation accuracy:--- 0.949 Validation Loss: 0.17743433 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13415752 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18521279 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.17553398 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19900729 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10560402 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2126738 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066183195 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18362306 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13312986 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20027204 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079615675 ---Validation accuracy:--- 0.946 Validation Loss: 0.18341115 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.082678564 ---Validation accuracy:--- 0.943 Validation Loss: 0.18852185 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.069843024 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18679461 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097450554 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18414877 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09319236 ---Validation accuracy:--- 0.948 Validation Loss: 0.18387184 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.18780066 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18194786 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07968149 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18828823 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056899976 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1817937 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1505104 ---Validation accuracy:--- 0.933 Validation Loss: 0.23437037 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07907686 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19558546 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07544413 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1918315 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07561732 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18580289 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074424006 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19226211 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1486105 ---Validation 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0.05986909 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1850815 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04510929 ---Validation accuracy:--- 0.947 Validation Loss: 0.18167157 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0930466 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18303132 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02196592 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17671484 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07383358 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24733098 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10280439 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18456487 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10481552 ---Validation accuracy:--- 0.9248 Validation Loss: 0.24951027 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13900076 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23607507 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032746065 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2177123 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105151236 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20753233 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11428282 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19666354 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07701286 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18771946 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.24353959 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1859753 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13516083 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21053967 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066318795 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21868867 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12823525 ---Validation accuracy:--- 0.938 Validation Loss: 0.20797817 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09421543 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19801323 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14114098 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18141927 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14153624 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20793526 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09841173 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24032494 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10266205 ---Validation accuracy:--- 0.941 Validation Loss: 0.2022603 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10261286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19166902 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08850425 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19971292 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07597532 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19412021 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21135092 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19055459 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044652883 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19730628 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061497945 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19734578 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.2664716 ---Validation accuracy:--- 0.93 Validation Loss: 0.2479346 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04213568 ---Validation accuracy:--- 0.946 Validation Loss: 0.18772046 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06116229 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18707515 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08581002 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19379319 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021414679 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18109302 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07628309 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18797624 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12845941 ---Validation accuracy:--- 0.947 Validation Loss: 0.17750803 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049942598 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17677508 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02408006 ---Validation accuracy:--- 0.951 Validation Loss: 0.16798338 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1363058 ---Validation accuracy:--- 0.95 Validation Loss: 0.17204882 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1107597 ---Validation accuracy:--- 0.95 Validation Loss: 0.17226784 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0702122 ---Validation accuracy:--- 0.948 Validation Loss: 0.1748272 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09302993 ---Validation accuracy:--- 0.9438 Validation 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0.9468 Validation Loss: 0.18313633 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11142789 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18688326 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07644581 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18505329 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06559014 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19955738 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14886098 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1848064 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081714526 ---Validation accuracy:--- 0.947 Validation Loss: 0.18058012 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.089788124 ---Validation accuracy:--- 0.945 Validation Loss: 0.18906504 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.088828295 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17964686 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14276342 ---Validation accuracy:--- 0.942 Validation Loss: 0.20538941 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07795737 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18554765 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074939266 ---Validation accuracy:--- 0.943 Validation Loss: 0.1879763 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15798616 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18945311 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07108684 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18035027 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.078674495 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20106608 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10760162 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19436689 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08391166 ---Validation accuracy:--- 0.94 Validation Loss: 0.2019489 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14260864 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26064962 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06918058 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23407269 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14451788 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19073552 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021115985 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18187155 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050343238 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17785376 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.094754316 ---Validation accuracy:--- 0.946 Validation Loss: 0.18179959 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08519558 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1849322 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18925136 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22478017 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08788065 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19999292 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02021419 ---Validation accuracy:--- 0.9438 Validation Loss: 0.190807 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.072558105 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26066273 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1331471 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18590616 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0721955 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18002395 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.051212758 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1798324 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018295879 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18919331 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03316681 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20155942 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19384679 ---Validation accuracy:--- 0.939 Validation Loss: 0.20555532 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07073832 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18869853 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11154154 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1968837 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049160987 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19898225 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097693175 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24055137 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07456119 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1960865 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09970536 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18784708 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015287479 ---Validation accuracy:--- 0.947 Validation Loss: 0.1827766 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09813761 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19259448 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042924784 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18907857 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07512684 ---Validation accuracy:--- 0.949 Validation Loss: 0.17568289 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030240215 ---Validation accuracy:--- 0.948 Validation Loss: 0.1816786 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10079256 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20015979 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06602223 ---Validation accuracy:--- 0.948 Validation Loss: 0.17812712 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08160407 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18269612 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13093795 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2150857 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09349243 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23140454 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1126437 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21303384 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08279347 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18178354 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18546608 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18641464 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.082236536 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19122824 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07741733 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18460147 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15503705 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21248132 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14456587 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19209243 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09506652 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17909427 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16809134 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19684827 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024070868 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17883533 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.047544133 ---Validation accuracy:--- 0.947 Validation Loss: 0.18503845 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0701766 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18317029 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04906578 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17754729 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03644222 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17201196 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.19193298 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1853204 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09574106 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20154892 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09133783 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21976323 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09237857 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19855833 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09547976 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18857594 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019417942 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20140673 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.050213914 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1888686 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029263468 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1843652 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0925988 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21655127 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05017047 ---Validation accuracy:--- 0.939 Validation Loss: 0.21362258 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07177886 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24130715 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10047827 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19334126 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1002736 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18066119 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12400511 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17521624 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12852708 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21408938 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07131513 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21258251 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059674244 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19501448 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1921128 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22944584 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13206819 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19429544 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11018099 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18709849 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12788594 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19278283 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.109653845 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18973868 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024290605 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19790111 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09742931 ---Validation accuracy:--- 0.946 Validation Loss: 0.18154754 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1307292 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20494232 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04666563 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18285032 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14014885 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18952878 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03577967 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17545676 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047283057 ---Validation accuracy:--- 0.946 Validation Loss: 0.18555076 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07132259 ---Validation accuracy:--- 0.947 Validation Loss: 0.17834495 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13100816 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17986105 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0937609 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20039934 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025752656 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18379843 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1471054 ---Validation accuracy:--- 0.9332 Validation Loss: 0.227823 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05869691 ---Validation accuracy:--- 0.938 Validation Loss: 0.21106748 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04579812 ---Validation accuracy:--- 0.941 Validation Loss: 0.20064211 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14693323 ---Validation accuracy:--- 0.943 Validation Loss: 0.18960254 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040013105 ---Validation accuracy:--- 0.938 Validation Loss: 0.2015856 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22768578 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17878887 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.104354456 ---Validation accuracy:--- 0.943 Validation Loss: 0.1852054 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16972378 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2270161 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.095786266 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20771064 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07260193 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17778195 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058370665 ---Validation accuracy:--- 0.944 Validation Loss: 0.18221205 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10656606 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23341013 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03257793 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19416618 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051557954 ---Validation accuracy:--- 0.943 Validation Loss: 0.1909344 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051966105 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18948299 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07463503 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17792031 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07128433 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17183411 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2090302 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23530386 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1911527 ---Validation accuracy:--- 0.936 Validation Loss: 0.21011424 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.071578816 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20061807 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087046586 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19261827 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03578286 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19302858 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13690606 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18687908 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11727282 ---Validation accuracy:--- 0.944 Validation Loss: 0.19080918 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07971458 ---Validation accuracy:--- 0.944 Validation Loss: 0.18943714 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039529458 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1779791 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10437067 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18524374 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07595 ---Validation accuracy:--- 0.942 Validation Loss: 0.19449066 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04085123 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18439394 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09085021 ---Validation accuracy:--- 0.945 Validation Loss: 0.18391725 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06031646 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18310142 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07846414 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19466916 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06347524 ---Validation accuracy:--- 0.945 Validation Loss: 0.18463375 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03180262 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17450468 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04398198 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17626314 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04089585 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17796558 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.089773804 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19514626 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026217675 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18263483 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04482014 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18189703 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07963425 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17752823 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07258038 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17373483 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.111403845 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17417344 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09008526 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18141377 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060326308 ---Validation accuracy:--- 0.948 Validation Loss: 0.17562388 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033847533 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17209452 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105787 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16773742 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033987932 ---Validation accuracy:--- 0.953 Validation Loss: 0.16923769 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1067375 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17011426 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12561084 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1794426 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03936839 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19016685 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023487503 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17735411 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034020487 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17966565 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0784639 ---Validation accuracy:--- 0.9378 Validation Loss: 0.19751014 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019265356 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21103632 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11736925 ---Validation accuracy:--- 0.942 Validation Loss: 0.19595826 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14249647 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19566295 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.050186384 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18109556 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10685572 ---Validation accuracy:--- 0.943 Validation Loss: 0.19961223 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06372448 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18019971 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14233057 ---Validation accuracy:--- 0.947 Validation Loss: 0.17718044 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037014056 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18153916 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06513143 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18135874 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033291813 ---Validation accuracy:--- 0.947 Validation Loss: 0.17973018 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0235824 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18235928 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13886528 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19701368 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.2023797 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20834492 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.178338 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19407766 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09682754 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20323737 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09913173 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1764547 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.091665 ---Validation accuracy:--- 0.941 Validation Loss: 0.20682451 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034241267 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18494545 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.116645604 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1802245 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036859676 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18114421 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070588954 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17901628 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.038445063 ---Validation accuracy:--- 0.9414 Validation Loss: 0.18748611 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045205392 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19118705 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06655202 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21411048 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029195042 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19436376 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.117169686 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20020501 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07652238 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18097238 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052862264 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17675634 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07611177 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17927165 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09213367 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19500276 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07084509 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17733711 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.075847015 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19182023 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057457786 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19205569 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030902931 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18409942 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.095881805 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19243188 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057116043 ---Validation accuracy:--- 0.948 Validation Loss: 0.18784936 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.18836948 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20705546 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077685125 ---Validation accuracy:--- 0.945 Validation Loss: 0.18780413 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0718569 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17910635 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06561409 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18688735 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11996834 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19249701 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05180963 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18736061 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04679122 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1718488 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08304957 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17529099 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04408789 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22045341 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06858449 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1794636 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07178721 ---Validation accuracy:--- 0.947 Validation Loss: 0.18331595 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10487646 ---Validation accuracy:--- 0.949 Validation Loss: 0.17138828 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047607183 ---Validation accuracy:--- 0.95 Validation Loss: 0.16824037 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09229456 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1941646 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04438363 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18209681 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09031282 ---Validation accuracy:--- 0.945 Validation Loss: 0.18229844 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080914 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18449743 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0976279 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18197952 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09007625 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18336909 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22786838 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18103659 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046327773 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17883559 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07321973 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18333502 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07348307 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18202084 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.085210234 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17217201 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08083632 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1874652 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09346428 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17547767 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027715558 ---Validation accuracy:--- 0.949 Validation Loss: 0.17493762 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14962348 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18925762 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.052387096 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1840487 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08415905 ---Validation accuracy:--- 0.9418 Validation Loss: 0.18863353 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08935946 ---Validation accuracy:--- 0.944 Validation Loss: 0.18324669 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04708613 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18541756 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06787859 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19163953 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07079301 ---Validation accuracy:--- 0.945 Validation Loss: 0.19349141 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046815738 ---Validation accuracy:--- 0.944 Validation Loss: 0.19316733 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22354537 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19645345 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037201613 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18643346 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.09450943 ---Validation accuracy:--- 0.946 Validation Loss: 0.19034371 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05653252 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18884157 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.118118875 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20507285 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056053333 ---Validation accuracy:--- 0.939 Validation Loss: 0.20529117 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09876749 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19209059 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120319545 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22097795 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09932361 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17676018 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041755665 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18529582 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05291538 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20253278 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056112967 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2130728 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10379653 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20690146 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10526855 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18727092 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08291441 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18611798 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0694113 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18604343 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0747538 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19921555 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08703478 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1912676 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0404737 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19024621 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.063671656 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18196535 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032038447 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19509992 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06963625 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19386873 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071006365 ---Validation accuracy:--- 0.947 Validation Loss: 0.19991085 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13228329 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20877485 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06665547 ---Validation 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0.04005687 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1889521 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11096167 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20153214 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.055788323 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19575815 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056135513 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18920127 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04332977 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19976792 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070869245 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21411702 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03600817 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19885503 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08366296 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23533079 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04440715 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18360913 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12889442 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17858228 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.04731832 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18377729 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081958115 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21389663 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18426141 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21817857 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048295088 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18181057 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16368355 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19494832 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0560059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19065534 Epoch: 4 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0.19081797 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12479236 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1743556 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057804096 ---Validation accuracy:--- 0.942 Validation Loss: 0.19649719 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047849216 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1698781 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06983399 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17530933 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08770793 ---Validation accuracy:--- 0.949 Validation Loss: 0.18074699 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07610737 ---Validation accuracy:--- 0.949 Validation Loss: 0.17886384 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07941064 ---Validation accuracy:--- 0.952 Validation Loss: 0.17047277 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07022724 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17496434 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.073511936 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17214563 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032731187 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17776765 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19605093 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18888047 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10942264 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17850883 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054023657 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19201042 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11332796 ---Validation accuracy:--- 0.949 Validation Loss: 0.17680714 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043347396 ---Validation accuracy:--- 0.951 Validation Loss: 0.16563687 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023930702 ---Validation 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Training Loss: 0.059326272 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17474411 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17514656 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2074856 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11716564 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20963664 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07001602 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18410428 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055837456 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19104563 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06604269 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16728275 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03303475 ---Validation accuracy:--- 0.952 Validation Loss: 0.16520053 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060199663 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17284758 Epoch: 4 ---Training 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Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12023745 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18379262 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04458712 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1654999 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055654287 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16651131 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036014125 ---Validation accuracy:--- 0.954 Validation Loss: 0.16714057 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04955064 ---Validation accuracy:--- 0.949 Validation Loss: 0.18719414 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14413506 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975354 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11725103 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18146741 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10395206 ---Validation accuracy:--- 0.9468 Validation 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0.9442 Validation Loss: 0.18489647 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07683199 ---Validation accuracy:--- 0.945 Validation Loss: 0.18691076 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06134636 ---Validation accuracy:--- 0.942 Validation Loss: 0.19419196 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12331108 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2232396 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14071913 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18647951 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10358633 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18040949 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045797277 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18421298 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08333278 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17913869 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1260149 ---Validation 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Training Loss: 0.14079183 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21364553 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09055193 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1823125 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04762498 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19188733 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12537041 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18386076 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1189125 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23301338 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.18746662 ---Validation accuracy:--- 0.947 Validation Loss: 0.19085737 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13018835 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19566992 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09008751 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17241529 Epoch: 4 ---Training 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Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.118824445 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20098348 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03197061 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17137736 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09630489 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17251204 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13092533 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18144831 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1373881 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17281014 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.120685205 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17087923 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048386063 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16829929 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08110748 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16634013 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08295927 ---Validation accuracy:--- 0.952 Validation Loss: 0.17240761 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18511887 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19653715 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10385805 ---Validation accuracy:--- 0.944 Validation Loss: 0.1919665 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12401145 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20096649 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04330024 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17051338 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.109156266 ---Validation accuracy:--- 0.951 Validation Loss: 0.16951333 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08415712 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1903917 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14941871 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17778413 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10556852 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18388236 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10845406 ---Validation accuracy:--- 0.946 Validation Loss: 0.17519064 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11870246 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18297727 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08132302 ---Validation accuracy:--- 0.9416 Validation Loss: 0.18775955 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14850348 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17307344 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.049368363 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17922407 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20884031 ---Validation accuracy:--- 0.946 Validation Loss: 0.18504533 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031930152 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17395808 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10056959 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17307526 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06725205 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17586257 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09293618 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17669262 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1075824 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19042264 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17312221 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1751564 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06947476 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17764124 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044061292 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18205048 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088227786 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18803294 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04872695 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17237076 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08368502 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17673965 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06703672 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17946959 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053393327 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17359212 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037932932 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1745464 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13348795 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16110964 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13337357 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17584765 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0145613095 ---Validation accuracy:--- 0.9506 Validation Loss: 0.167287 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14175567 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16631977 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079235025 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17035988 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072442815 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16681373 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0775413 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1736103 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.088348605 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17734544 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08774052 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17162232 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12272743 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18734549 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17669971 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1819115 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.049334984 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17320745 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06354518 ---Validation accuracy:--- 0.952 Validation Loss: 0.1680365 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02767745 ---Validation accuracy:--- 0.947 Validation Loss: 0.18025306 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038071442 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1691824 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047528926 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16718715 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15683506 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16251186 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14115584 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19042706 Epoch: 5 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0.20028265 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05877217 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17795144 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0296224 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19123426 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.17611161 ---Validation accuracy:--- 0.935 Validation Loss: 0.21472529 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12895527 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17733218 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12151646 ---Validation accuracy:--- 0.94 Validation Loss: 0.18837799 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1416496 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19376425 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16740242 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21018936 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09778616 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1781259 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032608468 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17896508 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091638125 ---Validation accuracy:--- 0.948 Validation Loss: 0.17919682 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097738534 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16666287 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.042301342 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17262578 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07272975 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1687482 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22471102 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16694872 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08772227 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17571796 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13026358 ---Validation accuracy:--- 0.942 Validation Loss: 0.18237962 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08018814 ---Validation accuracy:--- 0.945 Validation Loss: 0.18099001 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09810307 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19019324 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15324193 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18315344 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07620311 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18052854 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08934317 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18246762 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.056915857 ---Validation accuracy:--- 0.946 Validation Loss: 0.17889205 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09581342 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17233083 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037273493 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0.18707909 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18186843 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053900585 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18100397 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02220745 ---Validation accuracy:--- 0.946 Validation Loss: 0.1789701 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12566851 ---Validation accuracy:--- 0.9422 Validation Loss: 0.18821126 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11854754 ---Validation accuracy:--- 0.9286 Validation Loss: 0.22757792 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03104477 ---Validation accuracy:--- 0.9414 Validation Loss: 0.18818605 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12097479 ---Validation accuracy:--- 0.9406 Validation Loss: 0.192722 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038304936 ---Validation accuracy:--- 0.948 Validation Loss: 0.17639968 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043378647 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18686181 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06027938 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17117637 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14274 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17794432 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02345035 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17573345 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14191581 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20443071 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18545356 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19072072 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08080507 ---Validation accuracy:--- 0.949 Validation Loss: 0.17465352 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0346093 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18999061 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.061432146 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21962856 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.044010364 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19575942 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09344435 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17229486 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07418956 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19769748 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0704435 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19189227 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22782868 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1984664 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.093515575 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19928822 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07050852 ---Validation accuracy:--- 0.948 Validation Loss: 0.17748034 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.123552874 ---Validation accuracy:--- 0.9418 Validation Loss: 0.196967 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029442778 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17803507 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02478345 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1687902 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12228348 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16576172 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07533209 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17797017 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0924649 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18246132 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0355779 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18319502 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07400316 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16299969 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1268247 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17587602 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023441866 ---Validation accuracy:--- 0.951 Validation Loss: 0.16650265 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094816245 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18357792 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11686447 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19620255 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10393055 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18315223 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.118109725 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2400847 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03954823 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18084954 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043191627 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17518042 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09944845 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18216802 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13939142 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18717301 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.110324346 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1751956 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04293139 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19047058 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09604456 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1948345 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04343549 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1778405 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07334495 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17781447 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06403478 ---Validation 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0.99 Training Loss: 0.037815522 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17334765 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10783209 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16812597 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10628478 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17398082 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11798025 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17192061 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07460566 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1882847 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024974126 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20116462 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07508893 ---Validation accuracy:--- 0.946 Validation Loss: 0.18946542 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06354815 ---Validation accuracy:--- 0.945 Validation Loss: 0.18387376 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04743687 ---Validation accuracy:--- 0.949 Validation Loss: 0.17300484 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0934995 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18003559 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09396794 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1923772 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1351255 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17386556 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07571158 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17770159 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02010386 ---Validation accuracy:--- 0.948 Validation Loss: 0.17234144 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.063998155 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16909675 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10697976 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17267436 Epoch: 5 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0.17459555 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025964553 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16431257 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027460266 ---Validation accuracy:--- 0.9474 Validation Loss: 0.16895217 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09558216 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17619233 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08000204 ---Validation accuracy:--- 0.947 Validation Loss: 0.17321306 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11236982 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17223604 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21519545 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19140443 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10409409 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17497496 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04716647 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16580085 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1197549 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16589525 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037983835 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16875832 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.056822862 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17991689 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12450636 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19192408 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061682377 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16227365 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1954845 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20051444 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12858139 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16686104 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11665541 ---Validation accuracy:--- 0.9504 Validation Loss: 0.165192 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10701918 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16780823 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07496591 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17561902 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020894581 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17223099 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048503865 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17571704 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07369419 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1792316 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1042009 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17506897 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12181075 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17680012 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06250185 ---Validation accuracy:--- 0.948 Validation Loss: 0.17463985 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14401329 ---Validation accuracy:--- 0.942 Validation Loss: 0.19547844 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08582966 ---Validation accuracy:--- 0.948 Validation Loss: 0.18640655 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03157972 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18140996 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037576415 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17228088 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034476105 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17433628 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.062631585 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18717109 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0609856 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21668406 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09039081 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18526429 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11049886 ---Validation accuracy:--- 0.945 Validation Loss: 0.19393662 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2234364 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29120207 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040484466 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20695747 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067749284 ---Validation accuracy:--- 0.9404 Validation Loss: 0.1999679 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.05977404 ---Validation accuracy:--- 0.9394 Validation Loss: 0.1968314 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07686632 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18596411 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037887428 ---Validation accuracy:--- 0.9466 Validation Loss: 0.182672 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.103008345 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18224283 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1297465 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17931677 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043946765 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1847385 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043695625 ---Validation accuracy:--- 0.948 Validation Loss: 0.17803384 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10211986 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17770807 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09609424 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18278907 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.039851934 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18332066 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16800568 ---Validation accuracy:--- 0.946 Validation Loss: 0.18942994 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05998261 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1962368 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10463282 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19824897 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07393901 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19750561 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08477109 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20995244 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07199433 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1939229 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.047122244 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18502022 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05285253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18450235 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13887738 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17169687 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.090338916 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1722304 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08922758 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17065953 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024442215 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16595152 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09852698 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17537577 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063497655 ---Validation accuracy:--- 0.949 Validation Loss: 0.17659414 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07920733 ---Validation accuracy:--- 0.951 Validation Loss: 0.16828524 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08647165 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17140782 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115023896 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16481195 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10129982 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18492147 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04443739 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17040087 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087233104 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18914624 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012747713 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18773122 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06425274 ---Validation accuracy:--- 0.95 Validation Loss: 0.17274918 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043185968 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17268753 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.099969596 ---Validation accuracy:--- 0.948 Validation Loss: 0.18439204 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05122064 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1905171 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.086421944 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27378848 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07622578 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18416065 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036313366 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18638231 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.115419224 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17309073 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1075677 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1928616 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088137046 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17401299 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.114412576 ---Validation accuracy:--- 0.947 Validation Loss: 0.18596739 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02052209 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17793445 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.055678483 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17224799 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036327187 ---Validation accuracy:--- 0.951 Validation Loss: 0.16239221 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.070270434 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17680764 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09089698 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16969663 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08535929 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16673474 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03531145 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16492973 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023650033 ---Validation accuracy:--- 0.951 Validation Loss: 0.1660484 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.057615668 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17347626 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047819182 ---Validation accuracy:--- 0.943 Validation Loss: 0.19143915 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1926498 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20619614 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061339177 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1958196 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097897194 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21920884 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041466497 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17598026 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084742375 ---Validation accuracy:--- 0.943 Validation Loss: 0.18825257 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117195815 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2188042 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13292508 ---Validation accuracy:--- 0.932 Validation Loss: 0.23369597 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.08450963 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19736445 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.078799635 ---Validation accuracy:--- 0.9456 Validation Loss: 0.182923 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.099608324 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18151385 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029153494 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18203773 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.086884 ---Validation accuracy:--- 0.947 Validation Loss: 0.17445432 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030054593 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17747998 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21816933 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18723539 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.033968005 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17105918 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04516709 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17372115 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037565075 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22288765 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019912098 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19539751 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025433883 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1792719 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07151715 ---Validation accuracy:--- 0.946 Validation Loss: 0.184349 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11304443 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17660654 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10498612 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18593729 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03453158 ---Validation accuracy:--- 0.948 Validation Loss: 0.17817254 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05307678 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17436011 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08532815 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17642708 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14265674 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20598711 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040035237 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18850058 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07128777 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22418699 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.064600095 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17701848 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08045225 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17467482 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.100627996 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17887373 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06280455 ---Validation accuracy:--- 0.949 Validation Loss: 0.18013418 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088443905 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18624489 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010719175 ---Validation accuracy:--- 0.951 Validation Loss: 0.17133296 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08851561 ---Validation accuracy:--- 0.951 Validation Loss: 0.17303318 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02321762 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17030631 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027923413 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17311902 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094173744 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1671872 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03195218 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16667585 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055763435 ---Validation accuracy:--- 0.953 Validation Loss: 0.16676003 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05324624 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20429006 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059794635 ---Validation accuracy:--- 0.95 Validation Loss: 0.17316988 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.055713426 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18381107 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047104575 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16699289 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.066107884 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16615342 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.050911576 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16638306 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035627164 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16795583 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06492836 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18556717 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03704882 ---Validation accuracy:--- 0.952 Validation Loss: 0.16826424 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042874843 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1636437 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08094267 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16528977 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055869445 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17154785 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06846303 ---Validation accuracy:--- 0.947 Validation Loss: 0.17915869 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028131954 ---Validation 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0.11530161 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19361678 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.111588515 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18001184 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.095363945 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18062873 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07644401 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18383391 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058602065 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18127215 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14445357 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18762743 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08637762 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18394536 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17005901 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18512583 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.095846884 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17155807 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08340999 ---Validation accuracy:--- 0.948 Validation Loss: 0.17345181 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04912579 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20152947 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09430714 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19196296 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06595962 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18025096 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021390181 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17082873 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043989744 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17168532 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08299921 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1720851 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04448504 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19176641 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02949491 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17594521 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09157467 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21435437 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17128406 ---Validation accuracy:--- 0.945 Validation Loss: 0.17940275 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041129366 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1693793 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07382857 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2106075 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09319237 ---Validation accuracy:--- 0.943 Validation Loss: 0.19779938 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02705158 ---Validation accuracy:--- 0.9438 Validation Loss: 0.193303 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058320425 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19675979 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.046856966 ---Validation accuracy:--- 0.931 Validation Loss: 0.24545628 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07255845 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2572615 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10339689 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17813286 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14384776 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19598487 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.050830767 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18578112 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034921 ---Validation accuracy:--- 0.95 Validation Loss: 0.17854913 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08143936 ---Validation accuracy:--- 0.941 Validation Loss: 0.19555889 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07254385 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17333664 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049923945 ---Validation accuracy:--- 0.942 Validation Loss: 0.18752772 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033500563 ---Validation accuracy:--- 0.945 Validation Loss: 0.1825913 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02605278 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1732262 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04697846 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17484036 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05314655 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1956298 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.106942676 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17776771 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06975624 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18712308 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022358509 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17141813 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09805704 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1674011 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06809313 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17854849 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.100674875 ---Validation accuracy:--- 0.95 Validation Loss: 0.17004405 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05359289 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17013244 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026804304 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16901407 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.102532156 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1599222 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0806946 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17578658 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03883666 ---Validation accuracy:--- 0.953 Validation Loss: 0.16524124 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0789514 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17296612 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07164822 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16099946 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10790028 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17578477 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09701654 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17179638 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15198353 ---Validation accuracy:--- 0.944 Validation Loss: 0.18504545 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09733606 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1837266 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.041012205 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15943757 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.114938706 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20434053 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1509582 ---Validation accuracy:--- 0.942 Validation Loss: 0.19731753 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15650062 ---Validation accuracy:--- 0.948 Validation Loss: 0.17339084 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060068704 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972119 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04380548 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16499433 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.061756447 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16238292 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088788 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17486973 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032929238 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1746353 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13206919 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17016748 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040924214 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17690457 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0958819 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20852157 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09341482 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18397537 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084695786 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17376333 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025160179 ---Validation accuracy:--- 0.948 Validation Loss: 0.17762639 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028319905 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19977225 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.078985155 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16798545 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031853043 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17636266 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03478071 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17771439 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05849212 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17393045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014957972 ---Validation accuracy:--- 0.9496 Validation Loss: 0.165603 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09626916 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17531534 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022145115 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17150098 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0667072 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1817207 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037793428 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16976176 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13468547 ---Validation accuracy:--- 0.948 Validation Loss: 0.17731829 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071713984 ---Validation accuracy:--- 0.95 Validation Loss: 0.17488623 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07783647 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20315544 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.120886125 ---Validation accuracy:--- 0.944 Validation Loss: 0.18305103 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07321826 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20634077 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05416496 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18422203 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09700318 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18764605 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1101577 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19722319 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14389065 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16601045 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.076940715 ---Validation accuracy:--- 0.948 Validation Loss: 0.17633018 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010401609 ---Validation accuracy:--- 0.948 Validation Loss: 0.17366529 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06462077 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17515516 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071775705 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1901457 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040653266 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17650126 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12356327 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1855542 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07407396 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18669657 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08628932 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18346098 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051278915 ---Validation accuracy:--- 0.945 Validation Loss: 0.19724648 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10938959 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18519022 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026364673 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20163994 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09594461 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1860663 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09760145 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19082193 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10585377 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20766822 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19806148 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19143823 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08583778 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1899311 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094209015 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18731858 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05339609 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17531154 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032047667 ---Validation accuracy:--- 0.9448 Validation Loss: 0.17790577 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046550628 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17791153 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038467452 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16256554 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.067025796 ---Validation accuracy:--- 0.949 Validation Loss: 0.17055205 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05538417 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17628996 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08878004 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17321303 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072372615 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18334024 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11507782 ---Validation accuracy:--- 0.949 Validation Loss: 0.17962034 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0905602 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20544247 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1409432 ---Validation accuracy:--- 0.936 Validation Loss: 0.21322642 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10502239 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18280639 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.066431284 ---Validation accuracy:--- 0.951 Validation Loss: 0.16816461 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04226882 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17479157 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058674444 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16871761 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096995056 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17453143 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05322639 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18016821 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048316512 ---Validation accuracy:--- 0.953 Validation Loss: 0.16962378 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.098029874 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18609692 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1357998 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1670667 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17068604 ---Validation accuracy:--- 0.951 Validation Loss: 0.16921857 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026598759 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18563871 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035022486 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1809274 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0537469 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17109126 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11442013 ---Validation accuracy:--- 0.948 Validation Loss: 0.16756628 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07672316 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16673617 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06123865 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17655799 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.054236952 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18168725 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11961575 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20043717 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08040472 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17197053 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02988623 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16251355 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07198369 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16644154 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07281311 ---Validation accuracy:--- 0.954 Validation Loss: 0.16561255 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10675922 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17655604 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19092104 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19030426 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.059119787 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16501771 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12866785 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17550638 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05143069 ---Validation accuracy:--- 0.951 Validation Loss: 0.16975312 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05736162 ---Validation accuracy:--- 0.945 Validation Loss: 0.184516 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08426792 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16363052 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03740177 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16006835 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019964958 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15810512 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.075023234 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16986611 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.052491575 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19424072 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035578694 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16863787 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14340144 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21577144 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09686321 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2057594 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09241774 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19161429 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05545704 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19610207 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08662704 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19567692 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035018653 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17547715 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0658829 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17149322 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12423365 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16430362 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.054844704 ---Validation accuracy:--- 0.945 Validation Loss: 0.18388577 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09197196 ---Validation accuracy:--- 0.947 Validation Loss: 0.17447382 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.098406486 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16264401 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034003187 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15860036 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04370078 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1580512 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09078482 ---Validation accuracy:--- 0.949 Validation Loss: 0.1751337 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028675819 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16538136 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07547796 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16859291 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087340795 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16039117 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06359913 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16447791 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024940064 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16638543 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028135581 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16050407 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.11882717 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20588169 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.05341917 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18447447 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058957443 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17944083 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06607635 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17287618 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10767122 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17792566 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.079734564 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1866335 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06588637 ---Validation accuracy:--- 0.946 Validation Loss: 0.18934985 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10520543 ---Validation accuracy:--- 0.95 Validation Loss: 0.17978401 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019636577 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1762799 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036673415 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1672072 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023491442 ---Validation accuracy:--- 0.954 Validation Loss: 0.16649458 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14884491 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18565801 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07458889 ---Validation accuracy:--- 0.95 Validation Loss: 0.17013249 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.056543447 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17757417 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044472147 ---Validation accuracy:--- 0.951 Validation Loss: 0.1678748 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04552761 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16456409 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13208759 ---Validation accuracy:--- 0.952 Validation Loss: 0.15777048 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031521194 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16171154 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017815227 ---Validation accuracy:--- 0.944 Validation Loss: 0.17993104 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026801886 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1872299 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11874654 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18133222 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11819297 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18136148 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043572873 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19237013 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07901969 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20295417 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12719542 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19007042 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.079702795 ---Validation accuracy:--- 0.945 Validation Loss: 0.19002463 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1902071 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21288149 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058186222 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18082099 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08615129 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18320887 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04158015 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18398134 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046979286 ---Validation accuracy:--- 0.953 Validation Loss: 0.16594216 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038966108 ---Validation accuracy:--- 0.949 Validation Loss: 0.18406403 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.062054187 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19726694 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14019373 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18991627 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08685865 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17012383 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06936296 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1660428 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09721054 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16718028 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046398237 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16531774 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10709617 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17002167 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044860758 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1655563 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026890181 ---Validation accuracy:--- 0.957 Validation Loss: 0.15997906 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11617395 ---Validation accuracy:--- 0.956 Validation Loss: 0.16034296 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08694206 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16095665 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06671525 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16625774 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027546093 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16305168 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04238284 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16986035 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12110439 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2189884 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0799202 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16611579 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.092481986 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17697954 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08579761 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16368313 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08763122 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15942869 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.123880245 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17689665 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052759875 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2027946 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028750809 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19341543 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.081013605 ---Validation accuracy:--- 0.949 Validation Loss: 0.1874246 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.057515975 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18644193 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06415364 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19265646 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10715751 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1768197 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04218629 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17397097 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10363033 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17067756 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13361664 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18217696 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13060088 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18424563 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044300772 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16244534 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07688585 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18915032 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06622373 ---Validation accuracy:--- 0.9464 Validation Loss: 0.179074 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09083286 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19639353 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06685113 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17326978 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21390726 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1769394 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.053643875 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19222505 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06251726 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18477717 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0699076 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17811894 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09778279 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17777297 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02804253 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18240231 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.041633435 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20479119 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.108325005 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1955298 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.083998814 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1887589 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039648194 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1793874 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14359032 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17114286 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028826764 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17081766 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.112179905 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17267038 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036937498 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1797292 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07727556 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17406486 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0818079 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19800939 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06468804 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17870134 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10367825 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1876261 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04702532 ---Validation accuracy:--- 0.951 Validation Loss: 0.16773489 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038280673 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16503735 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11565778 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18900016 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036665898 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1638078 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13892263 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1645791 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03793303 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16795683 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030026088 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16621207 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08707703 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21850142 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05825939 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16169627 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08812019 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1659885 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014321919 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1581167 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09593168 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16148113 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06081976 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16579899 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033464324 ---Validation accuracy:--- 0.9526 Validation Loss: 0.166594 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02148367 ---Validation accuracy:--- 0.951 Validation Loss: 0.1700254 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05616581 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16239114 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11256617 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19371238 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08261612 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17559487 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.073028095 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16553852 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09728704 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17902017 Epoch: 6 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0.17383279 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12084631 ---Validation accuracy:--- 0.952 Validation Loss: 0.16970992 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09299352 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16180241 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14652161 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16943184 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024698136 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16620913 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06979768 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18583037 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034071133 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16351408 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11632445 ---Validation accuracy:--- 0.952 Validation Loss: 0.162228 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.067453966 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16211438 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063496456 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16357891 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042103123 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1551646 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09793 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15856858 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.050953645 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17796808 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05707143 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16591403 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08468036 ---Validation accuracy:--- 0.946 Validation Loss: 0.17894082 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.039519742 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17363656 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055640742 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16563569 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.078756355 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1708246 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04439044 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16081862 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.088397525 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17408614 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09963861 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16860159 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04329273 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16759948 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023673106 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16928308 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08332805 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17646736 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06922089 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19228794 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06320626 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20328039 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06382262 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18825936 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08288598 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16641475 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12060226 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19866912 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043733444 ---Validation accuracy:--- 0.946 Validation Loss: 0.1869604 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.052201472 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18568072 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.06239074 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19299182 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043578472 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18111613 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12481025 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1799538 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09315109 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17036162 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12469555 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17198874 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052287444 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15827537 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.081417866 ---Validation accuracy:--- 0.955 Validation Loss: 0.16095872 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035152894 ---Validation accuracy:--- 0.951 Validation Loss: 0.16718113 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034557145 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15413916 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077277035 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17188632 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07756925 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20013228 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16530998 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21171284 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1059442 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18279237 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.071994774 ---Validation accuracy:--- 0.948 Validation Loss: 0.17881674 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06762668 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16994911 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06025569 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16874354 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061250325 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16733377 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034978352 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16840442 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09120246 ---Validation accuracy:--- 0.951 Validation Loss: 0.16400369 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.12168128 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16667543 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.049387738 ---Validation accuracy:--- 0.953 Validation Loss: 0.16619107 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050477356 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17537661 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112344 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17727947 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1933548 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1892554 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.069529265 ---Validation accuracy:--- 0.9474 Validation 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0.9512 Validation Loss: 0.16747111 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05152637 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17540447 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.085345134 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17946719 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042136673 ---Validation accuracy:--- 0.947 Validation Loss: 0.1779052 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15159157 ---Validation accuracy:--- 0.942 Validation Loss: 0.19457968 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10814105 ---Validation accuracy:--- 0.949 Validation Loss: 0.17785506 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.070935346 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17770891 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14512877 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18541235 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12218668 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accuracy:--- 0.98 Training Loss: 0.085529014 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16365619 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0608461 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17316435 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033633698 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15990297 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07856518 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2009271 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050751377 ---Validation accuracy:--- 0.953 Validation Loss: 0.16648147 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052950997 ---Validation accuracy:--- 0.951 Validation Loss: 0.16762993 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08504848 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16494137 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06788755 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16886051 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05671006 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16918568 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03104061 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16612133 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03488736 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16462542 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07111254 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1758138 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044642024 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1580213 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13318276 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17036438 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06045802 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16817302 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03499341 ---Validation accuracy:--- 0.9486 Validation 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0.9404 Validation Loss: 0.19074097 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1015607 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18270284 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054850083 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16330628 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052513786 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16129094 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047679 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16543548 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030464346 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16337217 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09845757 ---Validation accuracy:--- 0.952 Validation Loss: 0.16862208 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02189926 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17996682 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058933984 ---Validation 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---Validation accuracy:--- 0.9514 Validation Loss: 0.17236868 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10521696 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1968465 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04090928 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17794707 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030350031 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1811315 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.070793055 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17405403 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04528401 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17664443 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14195454 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19488327 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.057365317 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16936192 Epoch: 6 ---Training accuracy:--- 0.98 Training 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0.99 Training Loss: 0.06275201 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18095505 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10133042 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16604961 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0920195 ---Validation accuracy:--- 0.954 Validation Loss: 0.16513658 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13587248 ---Validation accuracy:--- 0.9446 Validation Loss: 0.201047 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048110973 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18567683 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034594245 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16195391 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016933234 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16140273 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062091276 ---Validation accuracy:--- 0.954 Validation Loss: 0.1583151 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074282534 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16896467 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06604093 ---Validation accuracy:--- 0.952 Validation Loss: 0.16842313 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08429905 ---Validation accuracy:--- 0.946 Validation Loss: 0.19479488 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15934789 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16764335 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055352613 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16065307 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08887601 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16293943 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051697556 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16647927 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08041059 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17177288 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.098854125 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16861932 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04809538 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19286883 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12678848 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1758378 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107465945 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16655874 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08706562 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16273251 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.031600326 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16660097 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051164165 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16377565 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04780713 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16711086 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10330206 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1719458 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074752286 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16661996 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046686433 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17239243 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05754447 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16470855 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032389812 ---Validation accuracy:--- 0.953 Validation Loss: 0.1686377 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08170519 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16400258 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042186197 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16004282 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053653803 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15859893 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06455817 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16128975 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07185433 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17293903 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.048959598 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1612387 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07188387 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16676584 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11800084 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1788859 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12836234 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16398555 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047113482 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16898306 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11696065 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17957544 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.083111994 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16242869 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07058716 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1649344 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06503636 ---Validation accuracy:--- 0.954 Validation Loss: 0.16093858 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033107933 ---Validation accuracy:--- 0.953 Validation Loss: 0.17168045 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039396204 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17219803 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15094939 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17189267 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050373327 ---Validation accuracy:--- 0.95 Validation Loss: 0.17140855 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047357697 ---Validation accuracy:--- 0.951 Validation Loss: 0.17058216 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01827199 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17737913 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03282324 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16658172 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053652186 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17260976 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045540076 ---Validation accuracy:--- 0.953 Validation Loss: 0.16584575 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0413591 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16300215 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045602255 ---Validation accuracy:--- 0.951 Validation Loss: 0.16735221 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07299587 ---Validation accuracy:--- 0.94 Validation Loss: 0.19863193 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07172382 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18251275 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046316136 ---Validation accuracy:--- 0.947 Validation Loss: 0.17842512 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022804713 ---Validation accuracy:--- 0.951 Validation Loss: 0.17071909 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098687306 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21385568 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07624286 ---Validation accuracy:--- 0.945 Validation Loss: 0.1811221 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14477998 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21355015 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034121048 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18811586 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036308337 ---Validation accuracy:--- 0.941 Validation Loss: 0.1950452 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.114922464 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17548697 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.092254736 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16354111 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059689883 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16904439 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07470204 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15843764 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048439965 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16022043 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046460763 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15750393 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14962856 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16566856 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051898517 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16493154 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.090306155 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15415418 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.097489685 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16635415 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02575045 ---Validation accuracy:--- 0.945 Validation Loss: 0.17712715 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.086358644 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17089602 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04830284 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1751564 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045666438 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18766496 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07147859 ---Validation accuracy:--- 0.952 Validation Loss: 0.17052002 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06639178 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16291481 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11995097 ---Validation accuracy:--- 0.955 Validation Loss: 0.16200502 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031964578 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1609528 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05605769 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16641656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.043964166 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16848472 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17575638 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16482762 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036909133 ---Validation accuracy:--- 0.9522 Validation Loss: 0.161028 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018272955 ---Validation accuracy:--- 0.952 Validation Loss: 0.1616921 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10123953 ---Validation accuracy:--- 0.942 Validation Loss: 0.18761724 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036755513 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17424211 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03741225 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17525627 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034870315 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17993525 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035647467 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17230159 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047733955 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17164366 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07272757 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16093437 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09329224 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15998767 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051618587 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17270751 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12619309 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17230795 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017092256 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16655505 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07476036 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1600393 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08678486 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1685056 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082413234 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16643651 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14557743 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17711228 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06868493 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17250049 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027936392 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17124917 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08611949 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1702792 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0677919 ---Validation accuracy:--- 0.94 Validation Loss: 0.19414085 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.085386865 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17657351 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06523547 ---Validation accuracy:--- 0.949 Validation Loss: 0.1794074 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07912063 ---Validation accuracy:--- 0.951 Validation Loss: 0.16626926 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02574458 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16832487 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06916243 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17671777 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036342405 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17010616 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063612364 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18482018 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08715755 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16583164 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030704329 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1686358 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063450426 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18091135 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.100481965 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17531258 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.058113776 ---Validation accuracy:--- 0.953 Validation Loss: 0.16681223 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11152059 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16025448 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07031538 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16915841 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18881519 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17559297 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0403051 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16671777 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04913069 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16715795 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04227638 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16067801 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050577573 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16392176 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05204441 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18273662 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10456167 ---Validation accuracy:--- 0.949 Validation Loss: 0.1796964 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047210302 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18731436 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041933242 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17737505 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020299904 ---Validation accuracy:--- 0.954 Validation Loss: 0.16053718 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15588453 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16638573 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07394806 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16608754 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08004995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16180019 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08351258 ---Validation accuracy:--- 0.951 Validation Loss: 0.16093314 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.115303285 ---Validation accuracy:--- 0.954 Validation Loss: 0.15669294 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05090261 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15976714 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056752823 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16278692 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06932691 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15974848 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07332605 ---Validation accuracy:--- 0.949 Validation Loss: 0.16412415 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08329472 ---Validation accuracy:--- 0.952 Validation Loss: 0.16325815 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.079136424 ---Validation accuracy:--- 0.95 Validation Loss: 0.16882332 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037636586 ---Validation accuracy:--- 0.953 Validation Loss: 0.15972704 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.039869655 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17494391 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033366412 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16195156 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019480111 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1596452 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08051762 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17723604 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032887045 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17593792 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0723321 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18399072 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018694105 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16721421 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09870739 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16780686 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01447626 ---Validation 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0.11035446 ---Validation accuracy:--- 0.949 Validation Loss: 0.1774802 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11413329 ---Validation accuracy:--- 0.948 Validation Loss: 0.17968403 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07847531 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19687039 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11178133 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17270334 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18225902 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17727956 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05158724 ---Validation accuracy:--- 0.95 Validation Loss: 0.1733654 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12181707 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16532952 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22419344 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18254586 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0851692 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17333041 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05536169 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1735805 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.074637234 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17682853 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10994877 ---Validation accuracy:--- 0.946 Validation Loss: 0.17319922 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045181993 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16652386 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053777553 ---Validation accuracy:--- 0.949 Validation Loss: 0.16466823 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07971028 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16207469 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07319727 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1608463 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.068903394 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16872564 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.074179485 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1666125 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06107974 ---Validation accuracy:--- 0.953 Validation Loss: 0.16109177 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019692514 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15972006 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06014763 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17083247 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07488863 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15677673 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07451713 ---Validation accuracy:--- 0.95 Validation Loss: 0.16549514 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06554371 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15957335 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.084028184 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18633208 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.102709875 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17033403 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06306935 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15805334 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040933624 ---Validation accuracy:--- 0.944 Validation Loss: 0.18834339 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08663812 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17499049 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11297889 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17415461 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050198805 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16771638 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.087839775 ---Validation accuracy:--- 0.9468 Validation 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0.9508 Validation Loss: 0.16306792 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034445137 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16962744 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07251456 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18245035 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03300713 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17137346 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05703484 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16079657 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065707356 ---Validation accuracy:--- 0.95 Validation Loss: 0.1657801 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08192983 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16988042 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029402556 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1666511 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11785019 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19704795 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10165949 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2008005 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08763903 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1768904 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06380259 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1615165 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04536684 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17168659 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024740484 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1685963 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04395255 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1724526 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09449665 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16611227 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04859788 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1586202 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035675514 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15685305 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035693076 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16386297 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032111708 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16180679 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063335 ---Validation accuracy:--- 0.945 Validation Loss: 0.18162724 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15253937 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16001113 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11698911 ---Validation accuracy:--- 0.952 Validation Loss: 0.16433586 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038003445 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16389108 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09782984 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17520715 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.100574166 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1854373 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036804415 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15519065 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013878746 ---Validation accuracy:--- 0.955 Validation Loss: 0.15472886 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0251233 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15525068 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055657674 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15000479 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1376305 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16979349 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05664238 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18200715 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05918767 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1685855 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044207573 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16020943 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020071333 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1714774 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08842514 ---Validation accuracy:--- 0.946 Validation Loss: 0.18542814 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09898357 ---Validation accuracy:--- 0.948 Validation Loss: 0.18347256 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.069296986 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19459496 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033586487 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17038335 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1383708 ---Validation accuracy:--- 0.951 Validation Loss: 0.18762213 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0697396 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16899104 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0119447615 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16947502 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04962701 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16776992 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08196629 ---Validation accuracy:--- 0.949 Validation Loss: 0.1734462 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14076088 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2151073 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062627524 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15731846 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058755342 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1650658 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.087854244 ---Validation accuracy:--- 0.949 Validation Loss: 0.17016543 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06990089 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1652356 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18611015 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17107421 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058671985 ---Validation accuracy:--- 0.9242 Validation Loss: 0.24577227 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028915076 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16254205 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030318568 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16996084 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06941465 ---Validation accuracy:--- 0.949 Validation Loss: 0.16603206 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04953061 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16986746 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10537856 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16829385 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14301506 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17722785 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017832417 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17262545 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04070754 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15981957 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040352955 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17201528 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06931361 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17060424 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13030611 ---Validation accuracy:--- 0.949 Validation Loss: 0.1675264 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.041616302 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16963217 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022523917 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16890486 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17766327 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17736821 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049465977 ---Validation accuracy:--- 0.947 Validation Loss: 0.17004648 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07967684 ---Validation accuracy:--- 0.942 Validation Loss: 0.18349047 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030058952 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16840318 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09038497 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1665343 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08122652 ---Validation accuracy:--- 0.943 Validation Loss: 0.19709094 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0441749 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16693692 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030692052 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15662946 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14728919 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16438772 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061121024 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16043738 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05715951 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17143662 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.14180402 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2196147 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.061437894 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22535668 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08696468 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2010871 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03696918 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15794533 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0892595 ---Validation accuracy:--- 0.953 Validation Loss: 0.15813887 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.046020344 ---Validation accuracy:--- 0.952 Validation Loss: 0.16092592 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.083468266 ---Validation accuracy:--- 0.953 Validation Loss: 0.16169181 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058246385 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17541598 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0553541 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16559328 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0511689 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18132868 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06943986 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16406591 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11678162 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21709736 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08875078 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16576225 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08329234 ---Validation accuracy:--- 0.954 Validation Loss: 0.16039412 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11123194 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16229771 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14088771 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15519983 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07609257 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1650942 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08217617 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16164954 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17453066 ---Validation accuracy:--- 0.942 Validation Loss: 0.1893429 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032961898 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17363709 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08553644 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16198714 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032472204 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1747398 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03625188 ---Validation accuracy:--- 0.95 Validation Loss: 0.16675098 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08954402 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16263655 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09450842 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17040372 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08049017 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2074461 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07381263 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16584672 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036906432 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16206253 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025387574 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15669362 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02269779 ---Validation accuracy:--- 0.954 Validation Loss: 0.1583429 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040828247 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15997648 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029127486 ---Validation accuracy:--- 0.954 Validation Loss: 0.15736882 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03526751 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15963608 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06733851 ---Validation accuracy:--- 0.9562 Validation Loss: 0.151499 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13346624 ---Validation accuracy:--- 0.9442 Validation Loss: 0.17410178 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13358754 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18793644 Epoch: 6 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0.15768252 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1563147 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1577283 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017527912 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1608123 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05701801 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17637053 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.082782544 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18022004 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036918942 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1892972 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09597594 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17793298 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017176209 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19779667 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06649507 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16616735 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13197765 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16419785 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033798683 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16340064 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11031988 ---Validation accuracy:--- 0.953 Validation Loss: 0.16194966 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04582871 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16052853 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053254116 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16117732 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04595906 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16286828 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051301155 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16386539 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049510542 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16171862 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07422199 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16604443 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08871948 ---Validation accuracy:--- 0.953 Validation Loss: 0.1624429 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034851994 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16478226 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.042535767 ---Validation accuracy:--- 0.952 Validation Loss: 0.16007835 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04337772 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1606721 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025161361 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1605635 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03436048 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17459475 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018998705 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Loss: 0.025459748 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16303311 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030666998 ---Validation accuracy:--- 0.951 Validation Loss: 0.16670173 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047599774 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16370843 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09210212 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17827173 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0335999 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16325039 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07852857 ---Validation accuracy:--- 0.949 Validation Loss: 0.17990606 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.29753262 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3822353 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.42951906 ---Validation accuracy:--- 0.909 Validation Loss: 0.37124056 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.3436523 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2392328 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.043008085 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17530549 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03838161 ---Validation accuracy:--- 0.953 Validation Loss: 0.16464026 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16991581 ---Validation accuracy:--- 0.95 Validation Loss: 0.16854873 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.082968675 ---Validation accuracy:--- 0.955 Validation Loss: 0.16000241 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1171785 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16491696 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030043239 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16577378 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07442203 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16990422 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04060246 ---Validation accuracy:--- 0.951 Validation Loss: 0.17121112 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035566516 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17793803 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07089474 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16609962 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036293816 ---Validation accuracy:--- 0.952 Validation Loss: 0.16064744 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056638822 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15625186 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02870072 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16150078 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10940845 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17190756 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021024985 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15745832 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07176201 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1702354 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.12268901 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17385542 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.088423826 ---Validation accuracy:--- 0.952 Validation Loss: 0.16640618 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08251405 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16031866 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06781552 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16892527 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06734446 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15577385 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07796358 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18439533 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03292949 ---Validation accuracy:--- 0.95 Validation Loss: 0.17736915 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032746185 ---Validation accuracy:--- 0.947 Validation Loss: 0.1886447 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029039511 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17496476 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045813896 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1762315 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1316958 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1875243 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.092052296 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18474926 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055127364 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17492029 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.078794695 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16621028 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030503817 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1712306 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.081940725 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16543366 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024357589 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15793431 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097018525 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17462066 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.051331226 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17854206 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05023435 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16465701 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050879423 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1616009 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07057107 ---Validation accuracy:--- 0.953 Validation Loss: 0.16841643 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060049467 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18644094 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08766491 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16265044 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054164704 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15950635 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097625524 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17703953 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10204346 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1628301 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07803435 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16309164 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13209258 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15640378 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035167255 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1576533 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06588043 ---Validation accuracy:--- 0.952 Validation Loss: 0.16475222 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039044622 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17991707 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12395483 ---Validation accuracy:--- 0.931 Validation Loss: 0.24098195 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08915098 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16244785 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041016277 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18742691 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13792741 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1715071 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1744792 ---Validation accuracy:--- 0.953 Validation Loss: 0.1655916 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060659736 ---Validation accuracy:--- 0.95 Validation Loss: 0.16649581 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05286687 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16183338 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15635626 ---Validation accuracy:--- 0.951 Validation Loss: 0.16864854 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08115283 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15948531 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1474136 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17354287 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065966494 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19569561 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.038466606 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1596727 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0957065 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17290112 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15411685 ---Validation accuracy:--- 0.949 Validation Loss: 0.17600226 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054014407 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1626261 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10261614 ---Validation accuracy:--- 0.956 Validation Loss: 0.15904194 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06620435 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16334537 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1553793 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16581015 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044903707 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16140606 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11630189 ---Validation accuracy:--- 0.953 Validation Loss: 0.16028234 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085302636 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16281499 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053346075 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1676127 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03659928 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17783628 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051390868 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19979297 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07406282 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18545178 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054362956 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16278422 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.063180104 ---Validation accuracy:--- 0.953 Validation Loss: 0.16699678 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06790968 ---Validation accuracy:--- 0.949 Validation Loss: 0.17453572 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0476969 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16561866 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025696585 ---Validation accuracy:--- 0.9544 Validation Loss: 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0.9522 Validation Loss: 0.17015424 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.088021144 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17977679 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111422785 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18717955 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05472108 ---Validation accuracy:--- 0.951 Validation Loss: 0.16878162 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0144046815 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1668977 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06598746 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16823392 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068943806 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16695286 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03183528 ---Validation accuracy:--- 0.954 Validation Loss: 0.15754278 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05694664 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1709666 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039255533 ---Validation accuracy:--- 0.951 Validation Loss: 0.16489914 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023770418 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16901411 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058485195 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16649024 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.111638814 ---Validation accuracy:--- 0.95 Validation Loss: 0.1629634 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0905856 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16770385 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0739292 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1716092 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10260156 ---Validation accuracy:--- 0.95 Validation Loss: 0.17350926 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 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Training Loss: 0.07453105 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16124348 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13369228 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19292738 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036236834 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15936346 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045780525 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15684065 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061254047 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15564685 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.075984575 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15368275 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.044937182 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15550774 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.073019 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1840246 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.106326215 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15677907 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05623499 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17347081 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028084118 ---Validation accuracy:--- 0.95 Validation Loss: 0.16516365 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.085987665 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16950276 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08530828 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18340178 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077469476 ---Validation accuracy:--- 0.942 Validation Loss: 0.19224633 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.101417676 ---Validation accuracy:--- 0.947 Validation Loss: 0.17816901 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0819138 ---Validation accuracy:--- 0.9402 Validation Loss: 0.1967822 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037393093 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18230915 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037240062 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17090009 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10564085 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20271799 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0851577 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17815886 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07546497 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16340305 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051530246 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16774951 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1261802 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16993809 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03659557 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15851492 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056211773 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16417964 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0645323 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16536391 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028317487 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1543672 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.23748738 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19912949 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053610068 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17156138 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07504369 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16703977 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06908078 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16783388 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05578809 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15630147 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.088847764 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15760715 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05237121 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15865909 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.108938806 ---Validation accuracy:--- 0.954 Validation Loss: 0.15271883 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039912544 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1563778 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.050424136 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1565959 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057411555 ---Validation accuracy:--- 0.951 Validation Loss: 0.15744902 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02987393 ---Validation accuracy:--- 0.949 Validation Loss: 0.16757664 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.090352304 ---Validation 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Training Loss: 0.09233572 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1688154 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065616906 ---Validation accuracy:--- 0.953 Validation Loss: 0.15856555 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11600115 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1534989 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023840494 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15371136 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04912986 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16133495 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0467572 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16277236 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07396982 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16402514 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14321132 ---Validation accuracy:--- 0.949 Validation Loss: 0.17789514 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021062661 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16797261 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05102828 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16805752 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.078151375 ---Validation accuracy:--- 0.948 Validation Loss: 0.17417778 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05585388 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17066546 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046904508 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17262529 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027283348 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17085074 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10518528 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18499766 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11047993 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16369714 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056103174 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16384426 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07362969 ---Validation accuracy:--- 0.946 Validation Loss: 0.18092842 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052277375 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17491694 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09661529 ---Validation accuracy:--- 0.95 Validation Loss: 0.1731486 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05843492 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22552788 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09702568 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17871651 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049204383 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17970921 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10239727 ---Validation accuracy:--- 0.9516 Validation 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0.953 Validation Loss: 0.16576655 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07360129 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1857203 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16817562 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17236389 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09479685 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1669771 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10955803 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20779434 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03033829 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16518497 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03773338 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15833135 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059994068 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17243892 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07284071 ---Validation 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0.99 Training Loss: 0.036156073 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16739075 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06712877 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16079827 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06462023 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1684152 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097363606 ---Validation accuracy:--- 0.952 Validation Loss: 0.16211735 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.119746916 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15645182 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030037593 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15504941 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028708016 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15305392 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05451744 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1544275 Epoch: 7 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0.16536197 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09864004 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16480856 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04015607 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16114213 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035806883 ---Validation accuracy:--- 0.95 Validation Loss: 0.1675414 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031999752 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16492932 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06505928 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15884693 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030675687 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1600612 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095287584 ---Validation accuracy:--- 0.9418 Validation Loss: 0.1954732 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041352376 ---Validation accuracy:--- 0.952 Validation Loss: 0.1644387 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013109047 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1727618 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026790677 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15868928 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07060055 ---Validation accuracy:--- 0.956 Validation Loss: 0.15471518 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047154274 ---Validation accuracy:--- 0.953 Validation Loss: 0.16041152 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05616775 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15335576 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05420806 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18294433 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07728855 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17266011 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047406405 ---Validation accuracy:--- 0.955 Validation Loss: 0.15324834 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056158505 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15598583 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032612294 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16231187 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054010037 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16410063 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058478955 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16538788 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02766529 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15402718 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038234808 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15614998 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07271985 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16400146 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1403572 ---Validation accuracy:--- 0.953 Validation Loss: 0.16211522 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05614828 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15719494 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072813585 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18069011 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.060872592 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19898133 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0683007 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17164515 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023964668 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17137456 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015535512 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1685114 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057946276 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16869666 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07466656 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17400518 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.086327285 ---Validation accuracy:--- 0.951 Validation Loss: 0.16905056 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09196192 ---Validation accuracy:--- 0.95 Validation Loss: 0.17119631 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09970523 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16759141 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05106396 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1597828 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049169302 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1643644 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036334854 ---Validation accuracy:--- 0.949 Validation Loss: 0.17287436 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046352543 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17130706 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04675228 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15691721 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046127155 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15819834 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036835894 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1605758 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056304287 ---Validation accuracy:--- 0.9404 Validation Loss: 0.1999779 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10460003 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17951469 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14461102 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17109644 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056719165 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1629843 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03306876 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1641809 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0787319 ---Validation accuracy:--- 0.947 Validation Loss: 0.17437054 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023012795 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16525131 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04200928 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17082484 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08931485 ---Validation accuracy:--- 0.95 Validation Loss: 0.17727922 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06489614 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17096058 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032777973 ---Validation accuracy:--- 0.953 Validation Loss: 0.15804462 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08311005 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16593787 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05634393 ---Validation accuracy:--- 0.95 Validation Loss: 0.16190557 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033639666 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15384765 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03961735 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15830332 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11788763 ---Validation accuracy:--- 0.947 Validation Loss: 0.17571291 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03983993 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15466769 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04054295 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1589481 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025422113 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15526968 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029819556 ---Validation accuracy:--- 0.951 Validation Loss: 0.15574849 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.050446607 ---Validation accuracy:--- 0.9474 Validation Loss: 0.177353 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04941763 ---Validation accuracy:--- 0.949 Validation Loss: 0.16307126 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12064205 ---Validation accuracy:--- 0.9468 Validation Loss: 0.16651426 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078199804 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15955254 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11343898 ---Validation accuracy:--- 0.949 Validation Loss: 0.16186368 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026558269 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17272325 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05853982 ---Validation accuracy:--- 0.948 Validation Loss: 0.169559 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02758589 ---Validation accuracy:--- 0.951 Validation Loss: 0.16309111 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04005288 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15419449 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037187263 ---Validation accuracy:--- 0.952 Validation Loss: 0.15478435 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.074483335 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15720595 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06096203 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16098523 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08741941 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15005629 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0732578 ---Validation accuracy:--- 0.948 Validation Loss: 0.17579082 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06924119 ---Validation accuracy:--- 0.956 Validation Loss: 0.15395415 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035869356 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15809211 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10794707 ---Validation accuracy:--- 0.942 Validation Loss: 0.18675287 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031780876 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17165793 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04541543 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16468987 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08053391 ---Validation accuracy:--- 0.95 Validation Loss: 0.16761267 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015004358 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15717807 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.069533855 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15560706 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04734396 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16109927 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033007793 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15271187 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09735244 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15442266 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06414256 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17401582 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12017387 ---Validation accuracy:--- 0.9402 Validation Loss: 0.1919181 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.072753884 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18481709 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034760054 ---Validation accuracy:--- 0.955 Validation Loss: 0.15418309 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17582446 ---Validation accuracy:--- 0.947 Validation Loss: 0.17438115 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048982233 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1771374 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.053230487 ---Validation accuracy:--- 0.9464 Validation Loss: 0.177445 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04721655 ---Validation accuracy:--- 0.949 Validation Loss: 0.1786271 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02831099 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16762502 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08718968 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1608835 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03676086 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1543907 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03831009 ---Validation accuracy:--- 0.951 Validation Loss: 0.165276 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039974764 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15466562 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020545365 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14991282 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.080936566 ---Validation accuracy:--- 0.958 Validation Loss: 0.14701812 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031857643 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15912133 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073189266 ---Validation accuracy:--- 0.95 Validation Loss: 0.16640696 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14802733 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20664255 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08608242 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975904 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020031275 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15837465 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062074836 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1629989 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.118596345 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18148229 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1069383 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15844181 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05697464 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17412005 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047995716 ---Validation accuracy:--- 0.954 Validation Loss: 0.15533322 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11234899 ---Validation accuracy:--- 0.956 Validation Loss: 0.1481669 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036170658 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14567591 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05641168 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15392762 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017483164 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15198423 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05001771 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15096827 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057860985 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1637434 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046474148 ---Validation accuracy:--- 0.954 Validation Loss: 0.16329496 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019055756 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15917209 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.070872195 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16579814 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019036274 ---Validation accuracy:--- 0.949 Validation Loss: 0.17660958 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025932752 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17116243 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03565483 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16868608 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08348837 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17173201 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042356215 ---Validation accuracy:--- 0.952 Validation Loss: 0.17319888 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.075842954 ---Validation accuracy:--- 0.954 Validation Loss: 0.1676607 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031812027 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16348755 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10447675 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16874595 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073530786 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16334002 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050904136 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15604456 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050707728 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16946118 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059300147 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21344072 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044922456 ---Validation 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0.041959144 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19296126 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07468293 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17734744 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12420393 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16423999 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051910933 ---Validation accuracy:--- 0.953 Validation Loss: 0.16010618 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098007984 ---Validation accuracy:--- 0.946 Validation Loss: 0.18065599 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.056751024 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1613194 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027728517 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16450964 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14100865 ---Validation accuracy:--- 0.955 Validation Loss: 0.15629244 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088049285 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16074283 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09303358 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17073873 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046068374 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15667805 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04908115 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15166517 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02227503 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15286976 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029926281 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15496364 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040110055 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15019493 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05525461 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15072265 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032748934 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16068502 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04980277 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16422842 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018968944 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17544484 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02754805 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15861939 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037696756 ---Validation accuracy:--- 0.954 Validation Loss: 0.16033442 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0480048 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15631245 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04574127 ---Validation accuracy:--- 0.956 Validation Loss: 0.1622817 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053611908 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18469621 Epoch: 7 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0.16592498 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07620224 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15931429 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09163247 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1627735 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04356986 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16283739 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054971002 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16945551 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020486457 ---Validation accuracy:--- 0.9534 Validation Loss: 0.163027 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0594887 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16363147 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07854699 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15617245 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10637994 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15638421 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07906615 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15021545 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03872085 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15625127 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07436962 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1800253 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06752469 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16161242 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034355816 ---Validation accuracy:--- 0.954 Validation Loss: 0.153798 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088248566 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15600738 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07947803 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16691929 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.047018275 ---Validation accuracy:--- 0.951 Validation Loss: 0.16937512 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.101971835 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15405932 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.062800914 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15575999 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08295311 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15087941 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039058514 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17277396 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033125 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16344194 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11438366 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15727055 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041736536 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15503919 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055693727 ---Validation accuracy:--- 0.954 Validation Loss: 0.15656818 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015095654 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1561255 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025387645 ---Validation accuracy:--- 0.954 Validation Loss: 0.1551742 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028984547 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14798674 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04995251 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15159373 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055780753 ---Validation accuracy:--- 0.956 Validation Loss: 0.14973153 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05323977 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15100384 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028870083 ---Validation accuracy:--- 0.956 Validation Loss: 0.14874636 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06917321 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15199314 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046414495 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16200328 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.059025954 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20162646 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0692256 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16831766 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17219271 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17813264 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059752896 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16697447 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04612368 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16663232 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09346649 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16559462 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03000663 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15493204 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0933741 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1852869 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11158061 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1477711 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027359376 ---Validation accuracy:--- 0.955 Validation Loss: 0.14889549 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015900515 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15365997 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10937214 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15305276 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052578136 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15988797 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091658026 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16330695 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07954067 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15113273 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033461247 ---Validation accuracy:--- 0.956 Validation Loss: 0.14709538 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07419144 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14323522 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07645455 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16021012 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.079362705 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16462636 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06216153 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16213419 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026408842 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15597996 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11639241 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15574715 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052677106 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16758831 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.051734086 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15930046 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05999378 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16448317 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024287716 ---Validation accuracy:--- 0.956 Validation Loss: 0.15267651 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049730185 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14904019 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07871141 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17450385 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08596928 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17952777 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.058236 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16106462 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041347764 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18947025 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.116447076 ---Validation accuracy:--- 0.937 Validation Loss: 0.19558874 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05237416 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15860452 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13298814 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15896466 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031073842 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14929588 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07165634 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14810051 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.15026994 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1612702 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.076137975 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15646042 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027567334 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15419523 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043077458 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17425217 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04127259 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18380533 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043188203 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15095037 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07440199 ---Validation accuracy:--- 0.957 Validation Loss: 0.14957874 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11892273 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15654974 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014909154 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1498269 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061620317 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15672292 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036133125 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15215115 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1574098 ---Validation accuracy:--- 0.93 Validation Loss: 0.22019327 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08732429 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16614074 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14505559 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15002863 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058879927 ---Validation accuracy:--- 0.957 Validation Loss: 0.15105823 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045316983 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15535915 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07305747 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15549685 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11630199 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16151153 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13934577 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15770604 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055014096 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15848668 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10268441 ---Validation accuracy:--- 0.954 Validation Loss: 0.1559481 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119659126 ---Validation accuracy:--- 0.956 Validation Loss: 0.15660752 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040739514 ---Validation accuracy:--- 0.955 Validation Loss: 0.15423113 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054387733 ---Validation accuracy:--- 0.954 Validation Loss: 0.14679742 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12672363 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14982203 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06284757 ---Validation accuracy:--- 0.956 Validation Loss: 0.1495449 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094744965 ---Validation accuracy:--- 0.9468 Validation Loss: 0.16949655 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047430433 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18357211 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052298356 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18603435 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.093721695 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16095789 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.068124615 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1657788 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043476976 ---Validation accuracy:--- 0.949 Validation Loss: 0.16616948 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088843495 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17605382 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.070102975 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16286197 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06507452 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17444624 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119770944 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16286561 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036554113 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16009721 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027256336 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15868847 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.093872525 ---Validation accuracy:--- 0.952 Validation Loss: 0.15343499 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055226296 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16863465 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.092267826 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16414747 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10683349 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19923496 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028671961 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17643885 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027248682 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1594186 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018563772 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15399472 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046227798 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16923141 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037929796 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1613474 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1242284 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19292133 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013566732 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17838125 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1008453 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17974173 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07299784 ---Validation accuracy:--- 0.95 Validation Loss: 0.17116518 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08010058 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1671727 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06299152 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17191893 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10092694 ---Validation accuracy:--- 0.951 Validation Loss: 0.16144583 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037063 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15350342 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034480765 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15421103 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06021551 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0.0905776 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1805665 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13955398 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16998413 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024422511 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16188613 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11414559 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16029404 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022851938 ---Validation accuracy:--- 0.951 Validation Loss: 0.16579176 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1279702 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19001758 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15717393 ---Validation accuracy:--- 0.939 Validation Loss: 0.20032397 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077968836 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18042493 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034963205 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15895735 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07980966 ---Validation accuracy:--- 0.95 Validation Loss: 0.16859892 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060583573 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17373782 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044367827 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16686024 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14730981 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1613428 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0315624 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15917249 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013683009 ---Validation accuracy:--- 0.9504 Validation Loss: 0.15899695 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061412193 ---Validation accuracy:--- 0.948 Validation Loss: 0.16678433 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06157534 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15379643 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052685842 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15982139 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025005475 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16308677 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04113183 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15424411 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0490568 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1571372 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07865653 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1587204 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019774523 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15593958 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03204644 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14951035 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045233503 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1574416 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017616339 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1609842 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025266375 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16266352 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060202245 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17737468 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043794338 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15737645 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028201276 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16759323 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05399709 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16336516 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06942064 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16078086 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02631058 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16690487 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058030244 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15793592 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07355734 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17312059 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049661875 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16358532 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.078674816 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16992907 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16339009 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16813546 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049045242 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1467489 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.029385054 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15000667 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06249397 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14733282 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074339874 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16287234 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.080648415 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15588011 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032878347 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15338698 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032536063 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15701817 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046252288 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16683267 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07703187 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15964055 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055881623 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Loss: 0.08976777 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17468917 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03828211 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16895886 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023220444 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16958097 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038206853 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1711649 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03885691 ---Validation accuracy:--- 0.947 Validation Loss: 0.1734453 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03473351 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1754204 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055963192 ---Validation accuracy:--- 0.929 Validation Loss: 0.22149485 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08224242 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1561022 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06225656 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15099062 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060324024 ---Validation accuracy:--- 0.956 Validation Loss: 0.15117103 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03521666 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15477473 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037791327 ---Validation accuracy:--- 0.949 Validation Loss: 0.17909193 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019222157 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16649768 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022160215 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18577565 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.047662996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15250897 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09419671 ---Validation accuracy:--- 0.954 Validation Loss: 0.1677881 Epoch: 8 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0.21679331 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045574035 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15669687 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05621974 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15226674 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045844983 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15916772 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046024837 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15571213 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07141819 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17091887 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036755573 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1652234 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029872704 ---Validation accuracy:--- 0.946 Validation Loss: 0.1767584 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105691016 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16487132 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11939678 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15492041 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056831077 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15641958 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02488114 ---Validation accuracy:--- 0.9522 Validation Loss: 0.155064 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025891466 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1487465 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06380145 ---Validation accuracy:--- 0.955 Validation Loss: 0.15268743 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048457254 ---Validation accuracy:--- 0.948 Validation Loss: 0.1687803 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056903068 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15424637 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05165423 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1517617 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010257554 ---Validation accuracy:--- 0.957 Validation Loss: 0.14693499 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042976692 ---Validation accuracy:--- 0.957 Validation Loss: 0.14929669 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.1060565 ---Validation accuracy:--- 0.948 Validation Loss: 0.16497241 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07263625 ---Validation accuracy:--- 0.953 Validation Loss: 0.16626067 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021919345 ---Validation accuracy:--- 0.955 Validation Loss: 0.15032956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03425583 ---Validation accuracy:--- 0.952 Validation Loss: 0.16351275 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.115370445 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15999955 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0680146 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17424537 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08884164 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18155548 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08114605 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17371123 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021226369 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16585815 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.108717196 ---Validation accuracy:--- 0.948 Validation Loss: 0.16415876 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01773509 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16645017 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07122727 ---Validation accuracy:--- 0.949 Validation Loss: 0.16986229 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10365104 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17382509 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08624638 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17631537 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09505348 ---Validation accuracy:--- 0.951 Validation Loss: 0.16139455 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.119903125 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15454483 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035515137 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16306931 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07772861 ---Validation accuracy:--- 0.951 Validation Loss: 0.16377397 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04525919 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16584687 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051448565 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15927953 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035679135 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14727308 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08785868 ---Validation accuracy:--- 0.955 Validation Loss: 0.14937386 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04450384 ---Validation accuracy:--- 0.9516 Validation Loss: 0.156875 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087101154 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15624605 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019264769 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16990815 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07941478 ---Validation accuracy:--- 0.954 Validation Loss: 0.15361132 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04695174 ---Validation accuracy:--- 0.952 Validation Loss: 0.15872839 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04762965 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16154322 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.033557948 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15987399 Epoch: 8 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0.18107343 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.087108105 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15845348 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026376156 ---Validation accuracy:--- 0.951 Validation Loss: 0.16516484 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12298214 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1699156 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025608443 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16722567 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032917842 ---Validation accuracy:--- 0.948 Validation Loss: 0.16965 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030655803 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16343318 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05977156 ---Validation accuracy:--- 0.947 Validation Loss: 0.18873046 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023234146 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19852129 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019404132 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16309975 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0389642 ---Validation accuracy:--- 0.947 Validation Loss: 0.1775326 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04971668 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16093424 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09851237 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1833535 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025512852 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1582063 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016888557 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16843198 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.12522222 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16545674 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02093041 ---Validation accuracy:--- 0.952 Validation Loss: 0.16138096 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09450803 ---Validation accuracy:--- 0.952 Validation Loss: 0.16271733 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04970331 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1604466 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016661022 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16050602 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056172296 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16602942 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03382144 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17690942 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.124266244 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19666922 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.15499355 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2028679 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16105743 ---Validation accuracy:--- 0.947 Validation Loss: 0.17488018 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032756723 ---Validation accuracy:--- 0.949 Validation Loss: 0.16429158 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09119932 ---Validation accuracy:--- 0.9356 Validation Loss: 0.20784448 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07975855 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16472498 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03614365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16352828 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037238974 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18140799 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.079169534 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1632551 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043069854 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15822287 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06336989 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1625006 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09806944 ---Validation accuracy:--- 0.9452 Validation Loss: 0.174829 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09470231 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16992259 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13981657 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16235787 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067562714 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17501475 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11974892 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19936833 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04233868 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18391278 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04680418 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17693074 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03646445 ---Validation accuracy:--- 0.939 Validation Loss: 0.20336741 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0583587 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1724126 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07108602 ---Validation accuracy:--- 0.952 Validation Loss: 0.16762376 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023137929 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16636637 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08338684 ---Validation accuracy:--- 0.949 Validation Loss: 0.16756533 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05118367 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16827226 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028927088 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17696428 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11231729 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1802904 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0817926 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17188957 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039066624 ---Validation accuracy:--- 0.952 Validation Loss: 0.16877419 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04884141 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16192536 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046520866 ---Validation accuracy:--- 0.9418 Validation Loss: 0.18555932 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017723985 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17172801 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059365317 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17072886 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08836135 ---Validation accuracy:--- 0.948 Validation Loss: 0.16822973 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03982006 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1647397 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02975171 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16474348 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14320162 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16187805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0548119 ---Validation accuracy:--- 0.953 Validation Loss: 0.16270174 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.097328454 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16510461 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04515171 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16217631 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06591273 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17935324 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05348776 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1779922 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021666532 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17460595 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0544075 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16325009 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.083750874 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16333976 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0933174 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15884364 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028310016 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16463383 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041536447 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17142025 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03775213 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16348489 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048691228 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1587194 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059022732 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16848896 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013189928 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16865818 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02400313 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15769269 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04676213 ---Validation accuracy:--- 0.952 Validation Loss: 0.16223833 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057509627 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17726682 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.059062205 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16306621 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035404753 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16842487 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030187069 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17479229 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.121513456 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16536559 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04983703 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15791112 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051359296 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15902461 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037055593 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16546142 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033319224 ---Validation accuracy:--- 0.953 Validation Loss: 0.16046312 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02972182 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15604874 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043173056 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15244547 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0310804 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15579559 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03899652 ---Validation accuracy:--- 0.952 Validation Loss: 0.16982631 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062451597 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16462642 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05704238 ---Validation accuracy:--- 0.954 Validation Loss: 0.15615022 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07374883 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1606229 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06750569 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17265022 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034496665 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15500969 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0993605 ---Validation accuracy:--- 0.954 Validation Loss: 0.15246907 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020544037 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1530968 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074829176 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14994197 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038589068 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16415516 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04606242 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16906796 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029093608 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16886953 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040565934 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15421024 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10722838 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1526281 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011212797 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14901555 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044070654 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16441165 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009190436 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15375027 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04399354 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1517553 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020127282 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1558156 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048013516 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16181602 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08942775 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16214666 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13914883 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16827488 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10543209 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2015781 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07903928 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15784764 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05707444 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1583546 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040830445 ---Validation accuracy:--- 0.943 Validation Loss: 0.18432628 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054619197 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14841944 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045050327 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15242614 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.050262995 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15392895 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1301167 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21860796 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21725608 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20525266 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0133118965 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1798321 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14900142 ---Validation accuracy:--- 0.954 Validation Loss: 0.16194041 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027486578 ---Validation accuracy:--- 0.954 Validation Loss: 0.15811513 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.084100395 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16578881 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05111665 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16463736 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031244628 ---Validation accuracy:--- 0.954 Validation Loss: 0.15728079 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060342565 ---Validation accuracy:--- 0.955 Validation Loss: 0.15109517 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03832169 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15686856 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0884258 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17273398 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04649072 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16328803 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022529228 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15819053 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059145726 ---Validation accuracy:--- 0.952 Validation Loss: 0.15604492 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028298555 ---Validation accuracy:--- 0.954 Validation Loss: 0.15510876 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0448878 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15115368 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10806478 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15822668 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.051029187 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15768307 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05962013 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16020422 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026609965 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17134915 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024557224 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15320213 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04137439 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15693048 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0775699 ---Validation accuracy:--- 0.945 Validation Loss: 0.17843235 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036628548 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14916095 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07734124 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16419756 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06842183 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15414834 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.088083595 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15351969 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066816084 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18485856 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052579835 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16914324 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11816433 ---Validation accuracy:--- 0.947 Validation Loss: 0.18607849 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03525212 ---Validation accuracy:--- 0.956 Validation Loss: 0.15441458 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09169177 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1633529 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035771977 ---Validation accuracy:--- 0.956 Validation Loss: 0.15148598 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07473633 ---Validation accuracy:--- 0.95 Validation Loss: 0.1714787 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018512595 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16669238 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07645063 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16810317 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048277177 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15666614 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11370182 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15851995 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051949188 ---Validation accuracy:--- 0.95 Validation Loss: 0.16781723 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032838635 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17069583 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061790172 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14289175 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05536267 ---Validation accuracy:--- 0.956 Validation Loss: 0.14804912 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023879478 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15187591 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057381555 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15148537 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06910015 ---Validation accuracy:--- 0.95 Validation Loss: 0.17985582 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11716546 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16003266 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03142978 ---Validation accuracy:--- 0.95 Validation Loss: 0.16094227 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.038717173 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15579583 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030115457 ---Validation accuracy:--- 0.956 Validation Loss: 0.14613123 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024321962 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14811108 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08646939 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15382268 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057075292 ---Validation accuracy:--- 0.945 Validation Loss: 0.18022616 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055475898 ---Validation accuracy:--- 0.949 Validation Loss: 0.1611894 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045084745 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15631178 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036759593 ---Validation accuracy:--- 0.9532 Validation Loss: 0.14969134 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0408537 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15657108 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12584865 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15894064 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066577375 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15833786 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016341576 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16193733 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05632598 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15480681 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06725329 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16727471 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08019935 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16128747 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.035211097 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15726572 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07185636 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15586486 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030554084 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15064804 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02095106 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18278569 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.080775134 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17082612 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024987878 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16794431 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03463946 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1620212 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029349513 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1808832 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022227466 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16203628 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035030387 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15198755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035651043 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1649915 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049832568 ---Validation 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0.013318824 ---Validation accuracy:--- 0.949 Validation Loss: 0.16452716 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060964726 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16521391 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028179836 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16638385 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01610405 ---Validation accuracy:--- 0.953 Validation Loss: 0.16142549 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08367733 ---Validation accuracy:--- 0.949 Validation Loss: 0.16967146 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039700028 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16464394 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027265625 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16124329 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025438085 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18154031 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06840244 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15210381 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018981315 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15171967 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05997865 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15740927 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.104665905 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16534895 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08842315 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16004689 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054664675 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16318908 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05733323 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15884934 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16534299 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1622526 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025151128 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15368927 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030812811 ---Validation accuracy:--- 0.952 Validation Loss: 0.15852612 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03828652 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16501574 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027862705 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17338288 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06318679 ---Validation accuracy:--- 0.953 Validation Loss: 0.15924706 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0492449 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16460307 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12354143 ---Validation accuracy:--- 0.95 Validation Loss: 0.1672678 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06488683 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16062678 Epoch: 8 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0.15942036 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11049608 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15333933 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08534899 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16837887 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04502823 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16036516 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042305537 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16262503 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08007009 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15819672 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027673054 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15656546 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06476323 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15819243 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02262068 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15669307 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06819133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16537689 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06572467 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17435746 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034850847 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16303349 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059168216 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18337822 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0886372 ---Validation accuracy:--- 0.946 Validation Loss: 0.17859913 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06405102 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17348479 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09530878 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17346321 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019443236 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16218266 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.088152476 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16359502 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1353637 ---Validation accuracy:--- 0.9534 Validation Loss: 0.163854 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054914847 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15717237 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058196854 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18765664 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07848107 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16962245 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090774424 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16333023 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042346142 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16664748 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043260816 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16454834 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03682298 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15914118 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100735284 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17031708 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059393268 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16672182 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030596197 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16776705 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06359953 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19318865 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041735753 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1757241 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018443977 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16774414 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07429904 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16040562 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09835125 ---Validation accuracy:--- 0.943 Validation Loss: 0.18963213 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029510805 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16194308 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021290151 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16095005 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049948808 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17268836 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019147925 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16005029 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018221224 ---Validation accuracy:--- 0.954 Validation Loss: 0.15261535 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042346336 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16003032 Epoch: 8 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0.192241 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.058659315 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16170122 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025538683 ---Validation accuracy:--- 0.951 Validation Loss: 0.16498637 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048504014 ---Validation accuracy:--- 0.948 Validation Loss: 0.16059466 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02936204 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16539578 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10124594 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16873123 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045632597 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15691353 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07819034 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1682844 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.108951114 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17492351 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026726255 ---Validation accuracy:--- 0.949 Validation Loss: 0.17328027 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.055956565 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15469494 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.047244534 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1472075 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057045292 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15341134 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017765172 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15536611 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016244695 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15441003 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022941677 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16188484 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.073617876 ---Validation 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Loss: 0.041560534 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15962437 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05266325 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1625132 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13645579 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20183378 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06971691 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17381155 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.13819107 ---Validation accuracy:--- 0.953 Validation Loss: 0.16253617 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044626735 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16361865 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03612396 ---Validation accuracy:--- 0.953 Validation Loss: 0.16026008 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014935529 ---Validation accuracy:--- 0.954 Validation Loss: 0.1605771 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040088292 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15986939 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026730245 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16807319 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04679482 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16278993 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050988488 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15149768 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032294348 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15383528 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014141097 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15381636 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032542426 ---Validation accuracy:--- 0.956 Validation Loss: 0.15018956 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09993574 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15966335 Epoch: 8 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0.19284007 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.024027815 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16609918 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026916504 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15419431 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08156978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15978308 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.047649756 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15190688 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06298004 ---Validation accuracy:--- 0.951 Validation Loss: 0.15936911 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04722503 ---Validation accuracy:--- 0.954 Validation Loss: 0.15866153 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06155952 ---Validation accuracy:--- 0.949 Validation Loss: 0.17367178 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05075748 ---Validation accuracy:--- 0.953 Validation Loss: 0.16402481 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06583214 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1637039 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05974351 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15528907 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08536096 ---Validation accuracy:--- 0.953 Validation Loss: 0.16231698 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034371532 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21899594 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15273 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18448685 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025331698 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16236514 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11217451 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16320036 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.086680114 ---Validation 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0.054472037 ---Validation accuracy:--- 0.953 Validation Loss: 0.15938985 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040180463 ---Validation accuracy:--- 0.953 Validation Loss: 0.16288356 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05052289 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15578222 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07181541 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15308788 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026094079 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14985044 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037122656 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15514812 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09443044 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15570077 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.081043474 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16232568 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08822011 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15715057 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057464357 ---Validation accuracy:--- 0.952 Validation Loss: 0.16605414 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15364653 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1601354 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.080655396 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15487151 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04295514 ---Validation accuracy:--- 0.953 Validation Loss: 0.1506007 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072155856 ---Validation accuracy:--- 0.954 Validation Loss: 0.14825068 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13404392 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15266809 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05663353 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1570144 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03540595 ---Validation accuracy:--- 0.956 Validation Loss: 0.14664334 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05899413 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15372884 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04447552 ---Validation accuracy:--- 0.954 Validation Loss: 0.15282498 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028811492 ---Validation accuracy:--- 0.9536 Validation Loss: 0.14973885 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10391125 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15566504 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040346704 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14897725 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061181404 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15080906 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062886804 ---Validation accuracy:--- 0.952 Validation Loss: 0.15740205 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037363496 ---Validation accuracy:--- 0.9502 Validation Loss: 0.15531349 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10393844 ---Validation accuracy:--- 0.948 Validation Loss: 0.16986515 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04058032 ---Validation accuracy:--- 0.954 Validation Loss: 0.14817283 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03571216 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15853134 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10181369 ---Validation accuracy:--- 0.9528 Validation Loss: 0.14979084 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06442275 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15650046 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038705572 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15461253 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05105059 ---Validation accuracy:--- 0.946 Validation Loss: 0.17312862 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0380379 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16510715 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0369224 ---Validation accuracy:--- 0.9504 Validation Loss: 0.15537225 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029341577 ---Validation accuracy:--- 0.9526 Validation Loss: 0.14979135 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019200744 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14943618 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1202563 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1691794 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048959203 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16148414 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02960853 ---Validation accuracy:--- 0.954 Validation Loss: 0.15454365 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05118804 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16804111 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06566133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16532429 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12402163 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15416956 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04762926 ---Validation accuracy:--- 0.952 Validation Loss: 0.15450862 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07761719 ---Validation accuracy:--- 0.954 Validation Loss: 0.15705779 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051685106 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16378313 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.045901537 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1554299 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04381052 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15907139 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09959288 ---Validation 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0.98 Training Loss: 0.11533072 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1608844 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04381335 ---Validation accuracy:--- 0.952 Validation Loss: 0.15946804 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051596526 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17029248 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04859873 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17419781 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044442363 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16344658 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038883578 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1629086 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053411793 ---Validation accuracy:--- 0.953 Validation Loss: 0.1588823 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03127707 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16693401 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034918204 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19964378 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0626596 ---Validation accuracy:--- 0.9444 Validation Loss: 0.17897019 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019831385 ---Validation accuracy:--- 0.948 Validation Loss: 0.16680506 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0732319 ---Validation accuracy:--- 0.948 Validation Loss: 0.1659415 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1384403 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1880538 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.093149975 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16099627 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036584746 ---Validation accuracy:--- 0.953 Validation Loss: 0.15709388 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045757145 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15517618 Epoch: 9 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0.16919875 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030026231 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15633394 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041234925 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1510505 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06545439 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15359862 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032006152 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15151805 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07021765 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15446743 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041162275 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1549494 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07577907 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16949488 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065555 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1625333 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07339457 ---Validation accuracy:--- 0.954 Validation Loss: 0.15701997 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0747193 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15285176 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058743607 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15394677 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08717421 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14853509 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044094313 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15052325 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079665445 ---Validation accuracy:--- 0.955 Validation Loss: 0.15306103 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018369941 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15764792 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033331774 ---Validation 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Training Loss: 0.04235193 ---Validation accuracy:--- 0.956 Validation Loss: 0.15716931 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04893459 ---Validation accuracy:--- 0.952 Validation Loss: 0.16898982 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02848351 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15133902 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.059215948 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15243395 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046477947 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16515464 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11904871 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18075188 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054066494 ---Validation accuracy:--- 0.952 Validation Loss: 0.16928276 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054905664 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15567456 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09295821 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16113123 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.050894726 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17168368 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019867323 ---Validation accuracy:--- 0.953 Validation Loss: 0.15711506 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040957283 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15464509 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.101379946 ---Validation accuracy:--- 0.95 Validation Loss: 0.16246809 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052487697 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16844861 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024829064 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1600743 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015572498 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15206602 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043077882 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15114205 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10569124 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16796443 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025664806 ---Validation accuracy:--- 0.952 Validation Loss: 0.15378574 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054294974 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15097453 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03550015 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15239193 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035248455 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15468687 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11806379 ---Validation accuracy:--- 0.9492 Validation Loss: 0.15996675 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.113581546 ---Validation accuracy:--- 0.9462 Validation 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Validation Loss: 0.14838709 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06762631 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17309065 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055093333 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15672195 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04647189 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17299604 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022365095 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1776423 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07158048 ---Validation accuracy:--- 0.946 Validation Loss: 0.17817654 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028632324 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17092265 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08231003 ---Validation accuracy:--- 0.955 Validation Loss: 0.15331988 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032289673 ---Validation 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0.035939086 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16152303 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023803879 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1596016 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03964379 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15601933 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015643628 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1539723 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030875452 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15190393 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.074503586 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16136718 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.17189653 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15441169 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06999191 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18134634 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1381522 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16972066 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0365378 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15891634 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.044300795 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1537082 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04459053 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15899801 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04721711 ---Validation accuracy:--- 0.95 Validation Loss: 0.1612533 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09368733 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15704012 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023761554 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15648217 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06405392 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18205039 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03943023 ---Validation accuracy:--- 0.943 Validation Loss: 0.19156353 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0475946 ---Validation accuracy:--- 0.945 Validation Loss: 0.18571635 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021845942 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16460623 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09691906 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16422158 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02897663 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1546175 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06210736 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15903273 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07632659 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15917659 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057902317 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17129377 Epoch: 9 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0.14500314 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.10639634 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15085298 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04648942 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14529912 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024672622 ---Validation accuracy:--- 0.956 Validation Loss: 0.14392702 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054509066 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14752035 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027905932 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15574916 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06743231 ---Validation accuracy:--- 0.956 Validation Loss: 0.14932676 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07621039 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15507275 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07848463 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16513488 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02451029 ---Validation accuracy:--- 0.955 Validation Loss: 0.1551568 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0753402 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14894329 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08560535 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14986482 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03554889 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16468342 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13970013 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17032908 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046779137 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14989816 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047240835 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14591978 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07994057 ---Validation accuracy:--- 0.953 Validation Loss: 0.16328184 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.043069698 ---Validation accuracy:--- 0.957 Validation Loss: 0.14764962 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023028594 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14806814 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021709995 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14395425 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055466425 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1599999 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027333107 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1573172 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025943952 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14890331 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058854073 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16842039 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03607211 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Loss: 0.071543604 ---Validation accuracy:--- 0.955 Validation Loss: 0.1566132 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021580357 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14748599 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06129151 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1563483 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.041869756 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15766299 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039783087 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15410483 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09150366 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15167746 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021636972 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15124556 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03132118 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14768772 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.046600938 ---Validation accuracy:--- 0.9498 Validation Loss: 0.15713367 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08614897 ---Validation accuracy:--- 0.951 Validation Loss: 0.15863308 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06707683 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15100393 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.045787267 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15174219 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026709516 ---Validation accuracy:--- 0.956 Validation Loss: 0.14960268 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07180728 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1756034 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03040505 ---Validation accuracy:--- 0.952 Validation Loss: 0.16463615 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055089638 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18433975 Epoch: 9 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0.15463372 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08122414 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17643525 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0613688 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16372308 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06139884 ---Validation accuracy:--- 0.956 Validation Loss: 0.15441275 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032904994 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14983791 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.066604115 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15893045 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0703589 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1716897 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042830992 ---Validation accuracy:--- 0.951 Validation Loss: 0.17075756 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09560524 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15811406 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056375872 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16700569 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07215644 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16914293 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07623699 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18323186 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056027144 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15071462 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056009673 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15216771 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03866383 ---Validation accuracy:--- 0.953 Validation Loss: 0.15515591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0501391 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15074517 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04130544 ---Validation 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0.024696989 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15170607 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0742207 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1579655 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010087054 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15413179 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13081624 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1681076 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03216424 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15514348 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03690134 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15379661 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11011981 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15026942 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016780045 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15128073 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05384406 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15331316 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041270114 ---Validation accuracy:--- 0.954 Validation Loss: 0.15401532 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06727684 ---Validation accuracy:--- 0.955 Validation Loss: 0.15720955 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054779693 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16030525 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038366776 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15518829 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06838944 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16260228 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032134354 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15804105 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039751478 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15633698 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06955366 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15780248 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.047903202 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14553463 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12829724 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14620344 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0754357 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17912619 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015634699 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15764433 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.100601405 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15716043 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07918219 ---Validation accuracy:--- 0.954 Validation Loss: 0.15692969 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05423766 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16431214 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02685307 ---Validation accuracy:--- 0.952 Validation Loss: 0.16294917 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02918756 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14768884 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028622268 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1506442 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.101671845 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15164363 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.110736035 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14806166 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12277573 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14968225 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05688828 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16234042 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037626747 ---Validation accuracy:--- 0.9578 Validation Loss: 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Validation Loss: 0.15087701 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03160794 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15368524 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05325716 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16124186 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1096844 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15019701 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06609146 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15215324 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013954245 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15009211 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.037113134 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15429989 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.065178186 ---Validation accuracy:--- 0.95 Validation Loss: 0.16993001 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03954507 ---Validation 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Training Loss: 0.013839147 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15332961 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026939536 ---Validation accuracy:--- 0.955 Validation Loss: 0.15342674 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05968337 ---Validation accuracy:--- 0.951 Validation Loss: 0.1599494 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05900974 ---Validation accuracy:--- 0.954 Validation Loss: 0.15625395 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08523716 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17901424 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04539747 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16458991 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05006625 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15777695 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03812401 ---Validation accuracy:--- 0.953 Validation Loss: 0.1576664 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013389108 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15883037 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011127215 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1556231 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.104124434 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20424835 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030218275 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1729355 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0818292 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15628465 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073473446 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15304099 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079335585 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17580853 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16533375 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15550917 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06593704 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15009317 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031473808 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14918204 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03508341 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18151578 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036095854 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14918108 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015716694 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15104163 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046044145 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17068984 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055993844 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16215117 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028431661 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16237225 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05398697 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15804377 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047268897 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16570905 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.064966984 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15619865 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.063032635 ---Validation accuracy:--- 0.954 Validation Loss: 0.15434678 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.049190048 ---Validation accuracy:--- 0.953 Validation Loss: 0.15914771 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043319684 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16279407 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07915055 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18220392 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06544489 ---Validation 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---Validation accuracy:--- 0.9498 Validation Loss: 0.1698603 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10493389 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17270489 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051136658 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1733207 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030463144 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16459778 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.048911497 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15978266 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042989846 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15648809 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10493825 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14537078 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031218903 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14546387 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031508304 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14689831 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15926646 ---Validation accuracy:--- 0.954 Validation Loss: 0.14725505 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12308005 ---Validation accuracy:--- 0.954 Validation Loss: 0.14885639 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06318526 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14304675 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044565525 ---Validation accuracy:--- 0.9552 Validation Loss: 0.144291 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09154745 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1510069 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05010506 ---Validation accuracy:--- 0.95 Validation Loss: 0.16559814 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05815446 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15597619 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.111201674 ---Validation accuracy:--- 0.953 Validation Loss: 0.15177591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05078091 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15245734 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028117834 ---Validation accuracy:--- 0.951 Validation Loss: 0.16209485 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07922842 ---Validation accuracy:--- 0.947 Validation Loss: 0.16848771 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.047121555 ---Validation accuracy:--- 0.946 Validation Loss: 0.18077968 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05494717 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1634807 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019328423 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15308233 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06846965 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15184502 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04255779 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16225086 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072502814 ---Validation accuracy:--- 0.956 Validation Loss: 0.14839925 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02264268 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16151394 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06988106 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15620106 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039002772 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15383111 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039190695 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15353325 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04349429 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14964825 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.066237114 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16251838 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03089307 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18084018 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07217434 ---Validation accuracy:--- 0.951 Validation Loss: 0.17190395 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04703599 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15470232 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11246791 ---Validation accuracy:--- 0.951 Validation Loss: 0.16015255 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040417433 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1680829 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051130466 ---Validation accuracy:--- 0.95 Validation Loss: 0.16250312 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.097070955 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15393823 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037534643 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15371865 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03249521 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1509362 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051935166 ---Validation accuracy:--- 0.951 Validation Loss: 0.16235699 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024219964 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15693513 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06863182 ---Validation accuracy:--- 0.954 Validation Loss: 0.15116046 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04120996 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16274089 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.029266147 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16316786 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022830172 ---Validation accuracy:--- 0.954 Validation Loss: 0.15429854 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062721394 ---Validation accuracy:--- 0.95 Validation Loss: 0.1667378 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12188296 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15870138 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.116542555 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16439548 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04074293 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17510754 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030428816 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16743733 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13118044 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21240501 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07429385 ---Validation accuracy:--- 0.946 Validation Loss: 0.17166857 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12490842 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15519136 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06757241 ---Validation accuracy:--- 0.9492 Validation Loss: 0.15652251 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04451271 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15091531 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.06620783 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15175648 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06566834 ---Validation accuracy:--- 0.9498 Validation Loss: 0.15973379 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032585595 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16086604 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024829479 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16391248 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041704893 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15804398 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016586594 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15593748 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023586322 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16000497 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099615976 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15594241 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08079757 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18675241 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083604425 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1621752 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03983337 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15791985 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.045647077 ---Validation accuracy:--- 0.941 Validation Loss: 0.17788562 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04437069 ---Validation accuracy:--- 0.9436 Validation Loss: 0.17989449 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.04882822 ---Validation accuracy:--- 0.9442 Validation Loss: 0.16741508 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04221967 ---Validation accuracy:--- 0.9464 Validation Loss: 0.16951564 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15607446 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17040537 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027665978 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1558122 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07233957 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15360549 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.052849706 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14893016 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025035877 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15321018 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06470362 ---Validation accuracy:--- 0.952 Validation Loss: 0.16286972 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07274431 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18270817 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049558174 ---Validation accuracy:--- 0.939 Validation Loss: 0.18920827 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10119783 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17830904 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05850829 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16370955 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017186176 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15388182 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022386296 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15166637 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042695716 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16074598 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01816388 ---Validation accuracy:--- 0.948 Validation Loss: 0.16532141 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08684594 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15818162 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04522089 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17095198 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008926467 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15451215 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.052212227 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1500074 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026355991 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15641508 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06013993 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15586588 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07331483 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16447942 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030436492 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15120813 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028026314 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1678847 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032258645 ---Validation accuracy:--- 0.955 Validation Loss: 0.15729019 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064773224 ---Validation accuracy:--- 0.9514 Validation Loss: 0.162068 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0363122 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16131215 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12378986 ---Validation accuracy:--- 0.941 Validation Loss: 0.19674787 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07126275 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31162632 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.039031524 ---Validation accuracy:--- 0.9182 Validation Loss: 0.25822225 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10530409 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16879605 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033284243 ---Validation accuracy:--- 0.946 Validation Loss: 0.18245217 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024324505 ---Validation accuracy:--- 0.947 Validation Loss: 0.17704928 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2036992 ---Validation accuracy:--- 0.95 Validation Loss: 0.16845228 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05851166 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1691209 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09010355 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1899294 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05383445 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15921727 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11446456 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19135793 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19270258 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1799892 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06811478 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15633965 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.043379884 ---Validation accuracy:--- 0.95 Validation Loss: 0.1604086 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06053981 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16533074 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06143445 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16383113 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025866276 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15516229 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014634264 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15379542 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03841664 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15936565 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12614366 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17145835 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058351174 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15108527 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030496277 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14936304 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026664639 ---Validation accuracy:--- 0.955 Validation Loss: 0.14712173 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04799269 ---Validation accuracy:--- 0.949 Validation Loss: 0.16601434 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0406395 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17410716 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072933435 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1705283 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045265578 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17128953 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01795195 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15353952 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030721866 ---Validation accuracy:--- 0.953 Validation Loss: 0.15485868 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08770416 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15720037 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04676349 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1466972 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04597068 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14894705 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0540366 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15424809 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053621482 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1548941 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042022906 ---Validation accuracy:--- 0.954 Validation Loss: 0.15077679 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030252578 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14709449 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02470313 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16459854 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03424072 ---Validation accuracy:--- 0.951 Validation Loss: 0.16530815 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08417316 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1644928 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020151835 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15681103 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029712616 ---Validation accuracy:--- 0.944 Validation Loss: 0.18278915 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046898905 ---Validation accuracy:--- 0.947 Validation Loss: 0.17820768 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040676136 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18050365 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032270685 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1682961 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0808411 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16787186 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08462492 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16315378 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041585628 ---Validation accuracy:--- 0.951 Validation Loss: 0.17057103 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052169353 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16112582 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09230917 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15115535 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.104584314 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15070914 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.076762564 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16163285 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07672641 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15766963 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023728505 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17624003 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.080710046 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16186479 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046439208 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16717473 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06583962 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16157216 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08028328 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15269144 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027739655 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15326108 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051367756 ---Validation accuracy:--- 0.954 Validation Loss: 0.15425397 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032289628 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16116743 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025854431 ---Validation accuracy:--- 0.955 Validation Loss: 0.15948571 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051854715 ---Validation accuracy:--- 0.954 Validation Loss: 0.15907252 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015460527 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16782635 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.073111154 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18200737 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02313431 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16732588 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056880817 ---Validation accuracy:--- 0.954 Validation Loss: 0.15507023 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027570358 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16100371 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10172384 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16092472 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12517448 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16480114 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0994077 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16004714 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026647791 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15290557 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067734 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15549518 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09053051 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15365739 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.120163515 ---Validation accuracy:--- 0.954 Validation Loss: 0.15317924 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08493783 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15277332 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028407201 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14952952 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015378332 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1478953 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06157628 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15535356 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02760417 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14541937 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055743434 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14452997 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029557304 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14678343 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05556839 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15368764 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027086392 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15310743 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02528308 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15922032 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0713445 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16327602 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13917853 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22911939 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045800906 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17019245 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022987876 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18144438 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027851794 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15770006 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052959386 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17906587 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022529088 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15871926 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028469248 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16628528 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026262607 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17103648 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04934819 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16492352 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036533352 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15849307 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044480022 ---Validation accuracy:--- 0.954 Validation Loss: 0.15571044 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12107233 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17633778 Wall time: 1min 47s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.95 Average Training Loss: 0.12107233 Average Validation Accuracy: 0.9456 Average Validation Loss: 0.17633778
It is apparent that Model 2 (20 nodes for each layer) results in the best performance (both time and accuracy) of the three models. This same analysis will be applied to 5 layer models (Models 4, 5 and 6).
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_hidden3 = 10
n_hidden4 = 10
n_hidden5 = 10
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu)
hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu)
hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu)
logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.291224 ---Validation accuracy:--- 0.096 Validation Loss: 2.2998035 Epoch: 0 ---Training accuracy:--- 0.07 Training Loss: 2.280573 ---Validation accuracy:--- 0.0942 Validation Loss: 2.2940798 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.270166 ---Validation accuracy:--- 0.1168 Validation Loss: 2.2889724 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2850127 ---Validation accuracy:--- 0.135 Validation Loss: 2.2902858 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2702405 ---Validation accuracy:--- 0.107 Validation Loss: 2.283296 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2632182 ---Validation accuracy:--- 0.1374 Validation Loss: 2.2747679 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.2334428 ---Validation accuracy:--- 0.0938 Validation Loss: 2.2934442 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.2692146 ---Validation accuracy:--- 0.1908 Validation Loss: 2.2811277 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2588623 ---Validation accuracy:--- 0.0732 Validation Loss: 2.2575426 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.2123506 ---Validation accuracy:--- 0.18 Validation Loss: 2.2376747 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.222291 ---Validation accuracy:--- 0.2152 Validation Loss: 2.2241912 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1734812 ---Validation accuracy:--- 0.1338 Validation Loss: 2.2854009 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.290041 ---Validation accuracy:--- 0.1356 Validation Loss: 2.298602 Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2949135 ---Validation accuracy:--- 0.1364 Validation Loss: 2.2972417 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.283467 ---Validation accuracy:--- 0.1372 Validation Loss: 2.291766 Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2796373 ---Validation accuracy:--- 0.1684 Validation Loss: 2.2835808 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2776368 ---Validation accuracy:--- 0.1714 Validation Loss: 2.2808235 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2416582 ---Validation accuracy:--- 0.1908 Validation Loss: 2.2594051 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.240438 ---Validation accuracy:--- 0.2244 Validation Loss: 2.216665 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0597606 ---Validation accuracy:--- 0.19 Validation Loss: 2.1496906 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.1458693 ---Validation accuracy:--- 0.2334 Validation Loss: 2.1321743 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.0814753 ---Validation accuracy:--- 0.1568 Validation Loss: 2.2479 Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.2902799 ---Validation accuracy:--- 0.0994 Validation Loss: 2.2993 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.296882 ---Validation accuracy:--- 0.1428 Validation Loss: 2.2969165 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2919025 ---Validation accuracy:--- 0.1468 Validation Loss: 2.2950492 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.269129 ---Validation accuracy:--- 0.1512 Validation Loss: 2.2914424 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2355587 ---Validation accuracy:--- 0.1024 Validation Loss: 2.291022 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.243579 ---Validation accuracy:--- 0.098 Validation Loss: 2.2865934 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2790017 ---Validation accuracy:--- 0.146 Validation Loss: 2.268025 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2267811 ---Validation accuracy:--- 0.1348 Validation Loss: 2.2553177 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.232821 ---Validation accuracy:--- 0.1506 Validation Loss: 2.2306979 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1510215 ---Validation accuracy:--- 0.206 Validation Loss: 2.1979206 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.08051 ---Validation accuracy:--- 0.2498 Validation Loss: 2.1517165 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0404067 ---Validation accuracy:--- 0.2744 Validation Loss: 2.0848613 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0548356 ---Validation accuracy:--- 0.238 Validation Loss: 2.0256288 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8673105 ---Validation accuracy:--- 0.269 Validation Loss: 1.9812133 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8507111 ---Validation accuracy:--- 0.3222 Validation Loss: 1.9537207 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9101651 ---Validation accuracy:--- 0.2532 Validation Loss: 2.0133944 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.0358188 ---Validation accuracy:--- 0.2548 Validation Loss: 2.053077 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.868169 ---Validation accuracy:--- 0.293 Validation Loss: 1.9144526 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.8853006 ---Validation accuracy:--- 0.2966 Validation Loss: 1.8703207 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.7763855 ---Validation accuracy:--- 0.2844 Validation Loss: 1.8418673 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7464774 ---Validation accuracy:--- 0.2682 Validation Loss: 1.9041551 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8519351 ---Validation accuracy:--- 0.285 Validation Loss: 1.8762 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.06843 ---Validation accuracy:--- 0.2882 Validation Loss: 1.9934895 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8945191 ---Validation accuracy:--- 0.2954 Validation Loss: 1.818914 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7540734 ---Validation accuracy:--- 0.2542 Validation Loss: 1.9929918 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7004126 ---Validation accuracy:--- 0.3518 Validation Loss: 1.8256205 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8207971 ---Validation accuracy:--- 0.2872 Validation Loss: 1.8439078 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9408966 ---Validation accuracy:--- 0.2618 Validation Loss: 1.9645042 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8540393 ---Validation accuracy:--- 0.223 Validation Loss: 1.9706202 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9208435 ---Validation accuracy:--- 0.2804 Validation Loss: 1.8677691 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7785476 ---Validation accuracy:--- 0.2754 Validation Loss: 1.7932383 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8834893 ---Validation accuracy:--- 0.3152 Validation Loss: 1.7917547 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.7863824 ---Validation accuracy:--- 0.3186 Validation Loss: 1.8385239 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6606082 ---Validation accuracy:--- 0.2614 Validation Loss: 2.0380054 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2508357 ---Validation accuracy:--- 0.172 Validation Loss: 2.1922424 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.070812 ---Validation accuracy:--- 0.1996 Validation Loss: 2.0198703 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9630914 ---Validation accuracy:--- 0.26 Validation Loss: 1.9696203 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0261898 ---Validation accuracy:--- 0.2038 Validation Loss: 2.0904133 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.2745407 ---Validation accuracy:--- 0.1044 Validation Loss: 2.3132837 Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2242167 ---Validation accuracy:--- 0.1448 Validation Loss: 2.2151957 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0198014 ---Validation accuracy:--- 0.1982 Validation Loss: 2.0300837 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 1.9352729 ---Validation accuracy:--- 0.2044 Validation Loss: 1.9590749 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8468014 ---Validation accuracy:--- 0.257 Validation Loss: 1.8855518 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7407433 ---Validation accuracy:--- 0.2398 Validation Loss: 1.9885098 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8419648 ---Validation accuracy:--- 0.2698 Validation Loss: 1.8746151 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.7821246 ---Validation accuracy:--- 0.2736 Validation Loss: 1.8505106 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.667325 ---Validation accuracy:--- 0.3362 Validation Loss: 1.786109 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6304841 ---Validation accuracy:--- 0.298 Validation Loss: 1.7634513 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8257974 ---Validation accuracy:--- 0.2486 Validation Loss: 2.0265934 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.8139652 ---Validation accuracy:--- 0.2228 Validation Loss: 1.8542988 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7464364 ---Validation accuracy:--- 0.2876 Validation Loss: 1.8080711 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8480656 ---Validation accuracy:--- 0.274 Validation Loss: 1.8411101 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8363693 ---Validation accuracy:--- 0.284 Validation Loss: 1.7612562 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7957383 ---Validation accuracy:--- 0.2778 Validation Loss: 1.8807884 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.003665 ---Validation accuracy:--- 0.2496 Validation Loss: 2.036739 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.9810623 ---Validation accuracy:--- 0.2208 Validation Loss: 2.0682487 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8677887 ---Validation accuracy:--- 0.3012 Validation Loss: 1.9957834 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.9849768 ---Validation accuracy:--- 0.2422 Validation Loss: 1.9662027 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8876519 ---Validation accuracy:--- 0.2888 Validation Loss: 1.8860754 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.7832583 ---Validation accuracy:--- 0.33 Validation Loss: 1.772 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6738348 ---Validation accuracy:--- 0.3022 Validation Loss: 1.7109531 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7755862 ---Validation accuracy:--- 0.292 Validation Loss: 1.7836207 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5222162 ---Validation accuracy:--- 0.3456 Validation Loss: 1.6795279 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7890921 ---Validation accuracy:--- 0.2978 Validation Loss: 1.8690711 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.723894 ---Validation accuracy:--- 0.329 Validation Loss: 1.7599012 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.7797743 ---Validation accuracy:--- 0.3016 Validation Loss: 1.7100205 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.6688863 ---Validation accuracy:--- 0.2918 Validation Loss: 1.7222643 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6874655 ---Validation accuracy:--- 0.312 Validation Loss: 1.6711029 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.8792802 ---Validation accuracy:--- 0.2344 Validation Loss: 2.1494534 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9101697 ---Validation accuracy:--- 0.2364 Validation Loss: 1.901316 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.8044857 ---Validation accuracy:--- 0.2412 Validation Loss: 1.9016645 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 1.957918 ---Validation accuracy:--- 0.2446 Validation Loss: 1.8901936 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 1.8281506 ---Validation accuracy:--- 0.2232 Validation Loss: 1.8927855 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 1.9914905 ---Validation accuracy:--- 0.2656 Validation Loss: 1.8881701 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9689063 ---Validation accuracy:--- 0.2522 Validation Loss: 1.8745546 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8991765 ---Validation accuracy:--- 0.2402 Validation Loss: 1.8747473 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9251723 ---Validation accuracy:--- 0.2428 Validation Loss: 1.8713969 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.8183419 ---Validation accuracy:--- 0.315 Validation Loss: 1.8582654 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7946646 ---Validation accuracy:--- 0.3452 Validation Loss: 1.8442321 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8464319 ---Validation accuracy:--- 0.2784 Validation Loss: 1.8880998 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8909671 ---Validation accuracy:--- 0.276 Validation Loss: 1.9142795 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8627625 ---Validation accuracy:--- 0.266 Validation Loss: 1.8849825 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.999356 ---Validation accuracy:--- 0.2468 Validation Loss: 1.9578676 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8132148 ---Validation accuracy:--- 0.32 Validation Loss: 1.8490033 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9068131 ---Validation accuracy:--- 0.3142 Validation Loss: 1.9268184 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9047626 ---Validation accuracy:--- 0.293 Validation Loss: 1.9082205 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9888752 ---Validation accuracy:--- 0.2598 Validation Loss: 2.0686667 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9656754 ---Validation accuracy:--- 0.277 Validation Loss: 1.9840994 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9796699 ---Validation accuracy:--- 0.2436 Validation Loss: 1.991343 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8620514 ---Validation accuracy:--- 0.3028 Validation Loss: 1.8516395 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7877301 ---Validation accuracy:--- 0.2222 Validation Loss: 1.834351 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8342861 ---Validation accuracy:--- 0.269 Validation Loss: 1.8212105 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.762902 ---Validation accuracy:--- 0.26 Validation Loss: 1.7762953 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7705483 ---Validation accuracy:--- 0.2498 Validation Loss: 1.7911644 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.7381363 ---Validation accuracy:--- 0.2822 Validation Loss: 1.7902086 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6718915 ---Validation accuracy:--- 0.3088 Validation Loss: 1.7335058 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.6833874 ---Validation accuracy:--- 0.2984 Validation Loss: 1.7160382 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6397324 ---Validation accuracy:--- 0.3154 Validation Loss: 1.6520476 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.6353515 ---Validation accuracy:--- 0.362 Validation Loss: 1.6403637 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6182704 ---Validation accuracy:--- 0.3154 Validation Loss: 1.6792378 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.7161654 ---Validation accuracy:--- 0.2898 Validation Loss: 1.7644094 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.606456 ---Validation accuracy:--- 0.31 Validation Loss: 1.6419458 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.5942392 ---Validation accuracy:--- 0.3186 Validation Loss: 1.6274816 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6254201 ---Validation accuracy:--- 0.326 Validation Loss: 1.6146735 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5290979 ---Validation accuracy:--- 0.3452 Validation Loss: 1.6400025 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.5711703 ---Validation accuracy:--- 0.3004 Validation Loss: 1.7220361 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.5160047 ---Validation accuracy:--- 0.3156 Validation Loss: 1.6681373 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5729668 ---Validation accuracy:--- 0.3958 Validation Loss: 1.62296 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.7500881 ---Validation accuracy:--- 0.315 Validation Loss: 1.8019221 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.67698 ---Validation accuracy:--- 0.3412 Validation Loss: 1.7737848 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6124873 ---Validation accuracy:--- 0.346 Validation Loss: 1.6508623 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.5855914 ---Validation accuracy:--- 0.3918 Validation Loss: 1.5763565 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.623753 ---Validation accuracy:--- 0.4098 Validation Loss: 1.579759 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5331081 ---Validation accuracy:--- 0.4262 Validation Loss: 1.5995791 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4756289 ---Validation accuracy:--- 0.4356 Validation Loss: 1.5346371 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4038477 ---Validation accuracy:--- 0.3454 Validation Loss: 1.6176674 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6591035 ---Validation accuracy:--- 0.2774 Validation Loss: 1.7505348 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.0739214 ---Validation accuracy:--- 0.2858 Validation Loss: 1.9825541 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6577966 ---Validation accuracy:--- 0.382 Validation Loss: 1.6634368 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.674486 ---Validation accuracy:--- 0.337 Validation Loss: 1.6820203 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.5206735 ---Validation accuracy:--- 0.3818 Validation Loss: 1.6097095 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5133126 ---Validation accuracy:--- 0.3506 Validation Loss: 1.6897588 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8421129 ---Validation accuracy:--- 0.2872 Validation Loss: 1.832826 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8301424 ---Validation accuracy:--- 0.305 Validation Loss: 1.8176012 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8671615 ---Validation accuracy:--- 0.2818 Validation Loss: 1.8853219 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9066362 ---Validation accuracy:--- 0.3086 Validation Loss: 1.8107023 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8600644 ---Validation accuracy:--- 0.2954 Validation Loss: 1.8205438 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8147049 ---Validation accuracy:--- 0.32 Validation Loss: 1.7887129 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8100853 ---Validation accuracy:--- 0.2882 Validation Loss: 1.8990953 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5990243 ---Validation accuracy:--- 0.3136 Validation Loss: 1.8065324 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.998505 ---Validation accuracy:--- 0.214 Validation Loss: 2.0872788 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.7538942 ---Validation accuracy:--- 0.2612 Validation Loss: 1.8196975 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6828247 ---Validation accuracy:--- 0.3322 Validation Loss: 1.7037858 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.5812469 ---Validation accuracy:--- 0.3228 Validation Loss: 1.6332842 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.650042 ---Validation accuracy:--- 0.338 Validation Loss: 1.5740457 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5146675 ---Validation accuracy:--- 0.4016 Validation Loss: 1.5323132 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4652989 ---Validation accuracy:--- 0.3986 Validation Loss: 1.4855895 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4189103 ---Validation accuracy:--- 0.3654 Validation Loss: 1.4874852 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3979613 ---Validation accuracy:--- 0.3902 Validation Loss: 1.4560486 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4569927 ---Validation accuracy:--- 0.3972 Validation Loss: 1.4489651 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3671472 ---Validation accuracy:--- 0.3818 Validation Loss: 1.479473 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.3876971 ---Validation accuracy:--- 0.385 Validation Loss: 1.4552224 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4441714 ---Validation accuracy:--- 0.3882 Validation Loss: 1.4782434 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.3634317 ---Validation accuracy:--- 0.4348 Validation Loss: 1.4893528 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 1.814477 ---Validation accuracy:--- 0.3026 Validation Loss: 1.7812243 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2842275 ---Validation accuracy:--- 0.3762 Validation Loss: 1.4934522 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.3535831 ---Validation accuracy:--- 0.4144 Validation Loss: 1.407882 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.3280075 ---Validation accuracy:--- 0.4036 Validation Loss: 1.3699765 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.3666997 ---Validation accuracy:--- 0.4168 Validation Loss: 1.3525028 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.198905 ---Validation accuracy:--- 0.397 Validation Loss: 1.4525759 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.4899389 ---Validation accuracy:--- 0.2964 Validation Loss: 1.6296324 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4019852 ---Validation accuracy:--- 0.4796 Validation Loss: 1.3976885 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3577895 ---Validation accuracy:--- 0.396 Validation Loss: 1.4098675 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.4020662 ---Validation accuracy:--- 0.3852 Validation Loss: 1.4306179 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4525303 ---Validation accuracy:--- 0.4338 Validation Loss: 1.3911695 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3395708 ---Validation accuracy:--- 0.4124 Validation Loss: 1.3806944 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1726372 ---Validation accuracy:--- 0.4494 Validation Loss: 1.3128204 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2585565 ---Validation accuracy:--- 0.4504 Validation Loss: 1.4090762 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.2552379 ---Validation accuracy:--- 0.374 Validation Loss: 1.4675556 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.263779 ---Validation accuracy:--- 0.4622 Validation Loss: 1.358646 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.4215726 ---Validation accuracy:--- 0.4984 Validation Loss: 1.3854767 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1436077 ---Validation accuracy:--- 0.462 Validation Loss: 1.3389672 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3221196 ---Validation accuracy:--- 0.3692 Validation Loss: 1.4592134 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.30091 ---Validation accuracy:--- 0.4532 Validation Loss: 1.349223 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1750911 ---Validation accuracy:--- 0.4844 Validation Loss: 1.3170228 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.290498 ---Validation accuracy:--- 0.3778 Validation Loss: 1.5156858 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4740998 ---Validation accuracy:--- 0.4406 Validation Loss: 1.38513 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.3691511 ---Validation accuracy:--- 0.4642 Validation Loss: 1.435522 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1256219 ---Validation accuracy:--- 0.475 Validation Loss: 1.300981 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1469928 ---Validation accuracy:--- 0.4756 Validation Loss: 1.3377606 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3428894 ---Validation accuracy:--- 0.4636 Validation Loss: 1.3784568 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.5585322 ---Validation accuracy:--- 0.4414 Validation Loss: 1.4478704 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2042471 ---Validation accuracy:--- 0.4854 Validation Loss: 1.312503 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1133369 ---Validation accuracy:--- 0.4412 Validation Loss: 1.3116701 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1586349 ---Validation accuracy:--- 0.4514 Validation Loss: 1.2668029 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6604723 ---Validation accuracy:--- 0.4278 Validation Loss: 1.5691861 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4712248 ---Validation accuracy:--- 0.412 Validation Loss: 1.4546816 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.5464635 ---Validation accuracy:--- 0.3044 Validation Loss: 1.8300086 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.5063641 ---Validation accuracy:--- 0.3194 Validation Loss: 1.597188 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.5437 ---Validation accuracy:--- 0.4322 Validation Loss: 1.4862363 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4778291 ---Validation accuracy:--- 0.441 Validation Loss: 1.4377012 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.3860394 ---Validation accuracy:--- 0.4432 Validation Loss: 1.4326277 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3460813 ---Validation accuracy:--- 0.4704 Validation Loss: 1.3232868 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1711667 ---Validation accuracy:--- 0.479 Validation Loss: 1.2994803 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.210011 ---Validation accuracy:--- 0.4826 Validation Loss: 1.254651 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2355412 ---Validation accuracy:--- 0.5196 Validation Loss: 1.2339066 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2600504 ---Validation accuracy:--- 0.4604 Validation Loss: 1.2235904 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0710834 ---Validation accuracy:--- 0.4486 Validation Loss: 1.2429856 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0743428 ---Validation accuracy:--- 0.4746 Validation Loss: 1.3018165 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1433566 ---Validation accuracy:--- 0.4688 Validation Loss: 1.2469808 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2868261 ---Validation accuracy:--- 0.4942 Validation Loss: 1.3143188 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.98551023 ---Validation accuracy:--- 0.4922 Validation Loss: 1.2048895 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9291661 ---Validation accuracy:--- 0.5012 Validation Loss: 1.1791983 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0977577 ---Validation accuracy:--- 0.4914 Validation Loss: 1.2195616 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0819786 ---Validation accuracy:--- 0.5376 Validation Loss: 1.169056 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1365745 ---Validation accuracy:--- 0.4548 Validation Loss: 1.303171 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.3914576 ---Validation accuracy:--- 0.4746 Validation Loss: 1.2636597 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0527133 ---Validation accuracy:--- 0.4972 Validation Loss: 1.1686974 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1662554 ---Validation accuracy:--- 0.4982 Validation Loss: 1.2132269 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.3382163 ---Validation accuracy:--- 0.462 Validation Loss: 1.4126327 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2391601 ---Validation accuracy:--- 0.46 Validation Loss: 1.4308195 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.1169016 ---Validation accuracy:--- 0.4534 Validation Loss: 1.2499461 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.245172 ---Validation accuracy:--- 0.463 Validation Loss: 1.2290422 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.1810961 ---Validation accuracy:--- 0.4926 Validation Loss: 1.2887403 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1284992 ---Validation accuracy:--- 0.5108 Validation Loss: 1.2419939 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1048298 ---Validation accuracy:--- 0.5218 Validation Loss: 1.1745478 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4867634 ---Validation accuracy:--- 0.4434 Validation Loss: 1.5685015 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.429447 ---Validation accuracy:--- 0.4196 Validation Loss: 1.4790676 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.3578035 ---Validation accuracy:--- 0.396 Validation Loss: 1.4896162 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3909966 ---Validation accuracy:--- 0.392 Validation Loss: 1.4069223 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.30694 ---Validation accuracy:--- 0.4324 Validation Loss: 1.3130128 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1451423 ---Validation accuracy:--- 0.4496 Validation Loss: 1.2425364 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1135348 ---Validation accuracy:--- 0.5188 Validation Loss: 1.2291685 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.111712 ---Validation accuracy:--- 0.4642 Validation Loss: 1.2096274 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1960902 ---Validation accuracy:--- 0.4866 Validation Loss: 1.1989094 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1587421 ---Validation accuracy:--- 0.4954 Validation Loss: 1.2066112 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0895166 ---Validation accuracy:--- 0.504 Validation Loss: 1.1687295 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0815121 ---Validation accuracy:--- 0.5244 Validation Loss: 1.1514024 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.092832 ---Validation accuracy:--- 0.5908 Validation Loss: 1.1279563 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0354304 ---Validation accuracy:--- 0.5536 Validation Loss: 1.1246451 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0785011 ---Validation accuracy:--- 0.5234 Validation Loss: 1.1675596 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2508864 ---Validation accuracy:--- 0.5038 Validation Loss: 1.3911644 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.258619 ---Validation accuracy:--- 0.461 Validation Loss: 1.4051639 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0495552 ---Validation accuracy:--- 0.5556 Validation Loss: 1.1692408 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1230412 ---Validation accuracy:--- 0.5286 Validation Loss: 1.1642262 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.04505 ---Validation accuracy:--- 0.4952 Validation Loss: 1.1269529 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0095628 ---Validation accuracy:--- 0.5446 Validation Loss: 1.0977787 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9802469 ---Validation accuracy:--- 0.5552 Validation Loss: 1.1213278 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.278852 ---Validation accuracy:--- 0.5062 Validation Loss: 1.250861 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0067569 ---Validation accuracy:--- 0.5412 Validation Loss: 1.1099147 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.5681009 ---Validation accuracy:--- 0.4786 Validation Loss: 1.801982 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.2978675 ---Validation accuracy:--- 0.2952 Validation Loss: 2.6433132 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4457556 ---Validation accuracy:--- 0.4076 Validation Loss: 1.555587 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3672229 ---Validation accuracy:--- 0.4166 Validation Loss: 1.3455344 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3013846 ---Validation accuracy:--- 0.5064 Validation Loss: 1.225139 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.1831236 ---Validation accuracy:--- 0.5094 Validation Loss: 1.1695454 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.0793333 ---Validation accuracy:--- 0.5182 Validation Loss: 1.1986992 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2375879 ---Validation accuracy:--- 0.4784 Validation Loss: 1.3060582 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.293433 ---Validation accuracy:--- 0.4768 Validation Loss: 1.3721478 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.1248286 ---Validation accuracy:--- 0.4798 Validation Loss: 1.1712487 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0912635 ---Validation accuracy:--- 0.483 Validation Loss: 1.2443789 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2970948 ---Validation accuracy:--- 0.475 Validation Loss: 1.3756605 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.2229388 ---Validation accuracy:--- 0.488 Validation Loss: 1.1580106 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0182295 ---Validation accuracy:--- 0.5434 Validation Loss: 1.1260006 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9634342 ---Validation accuracy:--- 0.5568 Validation Loss: 1.1056232 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0960059 ---Validation accuracy:--- 0.5182 Validation Loss: 1.1422565 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0503141 ---Validation accuracy:--- 0.5478 Validation Loss: 1.1265252 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1858045 ---Validation accuracy:--- 0.5508 Validation Loss: 1.1285516 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.98226005 ---Validation accuracy:--- 0.5046 Validation Loss: 1.1114786 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 0.98148227 ---Validation accuracy:--- 0.497 Validation Loss: 1.1263051 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0481296 ---Validation accuracy:--- 0.457 Validation Loss: 1.2491633 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1388341 ---Validation accuracy:--- 0.5336 Validation Loss: 1.1114606 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0694581 ---Validation accuracy:--- 0.527 Validation Loss: 1.1151072 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 0.9730712 ---Validation accuracy:--- 0.4762 Validation Loss: 1.1001854 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.044752 ---Validation accuracy:--- 0.563 Validation Loss: 1.0962781 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2302794 ---Validation accuracy:--- 0.493 Validation Loss: 1.3652424 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.34588 ---Validation accuracy:--- 0.4458 Validation Loss: 1.300821 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2025743 ---Validation accuracy:--- 0.5406 Validation Loss: 1.1638924 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0182358 ---Validation accuracy:--- 0.5482 Validation Loss: 1.1131054 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9350749 ---Validation accuracy:--- 0.5146 Validation Loss: 1.1560133 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.94936836 ---Validation accuracy:--- 0.5706 Validation Loss: 1.0963407 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0177578 ---Validation accuracy:--- 0.578 Validation Loss: 1.0812552 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.167275 ---Validation accuracy:--- 0.5894 Validation Loss: 1.077002 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.93011796 ---Validation accuracy:--- 0.586 Validation Loss: 1.047249 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0314759 ---Validation accuracy:--- 0.5702 Validation Loss: 1.0628841 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0628151 ---Validation accuracy:--- 0.5304 Validation Loss: 1.1592646 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0365945 ---Validation accuracy:--- 0.5738 Validation Loss: 1.0476156 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.97289497 ---Validation accuracy:--- 0.5744 Validation Loss: 1.0292549 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0347133 ---Validation accuracy:--- 0.5396 Validation Loss: 1.1080321 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2202686 ---Validation accuracy:--- 0.4746 Validation Loss: 1.4483172 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.4085993 ---Validation accuracy:--- 0.45 Validation Loss: 1.338978 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2890772 ---Validation accuracy:--- 0.4742 Validation Loss: 1.2903683 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2394574 ---Validation accuracy:--- 0.4446 Validation Loss: 1.3177034 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1300191 ---Validation accuracy:--- 0.578 Validation Loss: 1.0985613 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 0.97405463 ---Validation accuracy:--- 0.5086 Validation Loss: 1.1015003 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8378155 ---Validation accuracy:--- 0.5368 Validation Loss: 1.1296859 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.8915945 ---Validation accuracy:--- 0.5764 Validation Loss: 1.0795486 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9911945 ---Validation accuracy:--- 0.596 Validation Loss: 1.0528195 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0608344 ---Validation accuracy:--- 0.5472 Validation Loss: 1.1157055 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0064026 ---Validation accuracy:--- 0.5966 Validation Loss: 1.0631812 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8147224 ---Validation accuracy:--- 0.5682 Validation Loss: 1.0531656 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9404815 ---Validation accuracy:--- 0.5664 Validation Loss: 1.1072272 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0530149 ---Validation accuracy:--- 0.5332 Validation Loss: 1.371066 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3129056 ---Validation accuracy:--- 0.5404 Validation Loss: 1.3520051 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2136759 ---Validation accuracy:--- 0.5604 Validation Loss: 1.2370036 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8668953 ---Validation accuracy:--- 0.5556 Validation Loss: 1.1944348 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0485848 ---Validation accuracy:--- 0.5184 Validation Loss: 1.2000718 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.7102658 ---Validation accuracy:--- 0.4318 Validation Loss: 1.5844479 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0398974 ---Validation accuracy:--- 0.536 Validation Loss: 1.1159674 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0658166 ---Validation accuracy:--- 0.5664 Validation Loss: 1.1874232 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0584906 ---Validation accuracy:--- 0.539 Validation Loss: 1.117568 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2846874 ---Validation accuracy:--- 0.5598 Validation Loss: 1.1182908 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9452819 ---Validation accuracy:--- 0.6134 Validation Loss: 1.0564018 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0985847 ---Validation accuracy:--- 0.6144 Validation Loss: 1.0184602 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 0.9351684 ---Validation accuracy:--- 0.5986 Validation Loss: 1.0176469 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9233858 ---Validation accuracy:--- 0.6376 Validation Loss: 1.016146 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.91772914 ---Validation accuracy:--- 0.583 Validation Loss: 1.0361692 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0211788 ---Validation accuracy:--- 0.614 Validation Loss: 0.99377215 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.9312747 ---Validation accuracy:--- 0.6188 Validation Loss: 1.0226703 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9797006 ---Validation accuracy:--- 0.5894 Validation Loss: 1.0706255 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0847014 ---Validation accuracy:--- 0.5428 Validation Loss: 1.2256464 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.92175055 ---Validation accuracy:--- 0.6124 Validation Loss: 1.0223261 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9222559 ---Validation accuracy:--- 0.5262 Validation Loss: 1.1253203 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.92276186 ---Validation accuracy:--- 0.5744 Validation Loss: 0.9808001 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.6885423 ---Validation accuracy:--- 0.6022 Validation Loss: 0.97593796 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9002269 ---Validation accuracy:--- 0.5978 Validation Loss: 0.98802483 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0282791 ---Validation accuracy:--- 0.5296 Validation Loss: 1.0774134 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0587981 ---Validation accuracy:--- 0.5756 Validation Loss: 1.0443105 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0200658 ---Validation accuracy:--- 0.5504 Validation Loss: 1.1338989 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0054704 ---Validation accuracy:--- 0.6188 Validation Loss: 1.0447257 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9351926 ---Validation accuracy:--- 0.5398 Validation Loss: 1.0293804 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.93022656 ---Validation accuracy:--- 0.5878 Validation Loss: 1.1962105 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.2412105 ---Validation accuracy:--- 0.5236 Validation Loss: 1.2694033 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3575959 ---Validation accuracy:--- 0.5346 Validation Loss: 1.1714904 Epoch: 0 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---Training accuracy:--- 0.58 Training Loss: 1.0879855 ---Validation accuracy:--- 0.4346 Validation Loss: 1.4405941 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0312104 ---Validation accuracy:--- 0.5332 Validation Loss: 1.2491506 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0895408 ---Validation accuracy:--- 0.501 Validation Loss: 1.2653843 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.8231721 ---Validation accuracy:--- 0.4114 Validation Loss: 1.7537594 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.2544154 ---Validation accuracy:--- 0.5142 Validation Loss: 1.3412788 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2229086 ---Validation accuracy:--- 0.5544 Validation Loss: 1.2049317 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9394179 ---Validation accuracy:--- 0.5658 Validation Loss: 1.0463588 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.85019875 ---Validation accuracy:--- 0.6322 Validation Loss: 1.0079918 Epoch: 0 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0 ---Training accuracy:--- 0.55 Training Loss: 1.0446527 ---Validation accuracy:--- 0.5572 Validation Loss: 1.0949689 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 0.97587496 ---Validation accuracy:--- 0.5314 Validation Loss: 1.1514584 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.86985093 ---Validation accuracy:--- 0.6558 Validation Loss: 0.9784018 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.9795614 ---Validation accuracy:--- 0.625 Validation Loss: 0.97463477 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.8821564 ---Validation accuracy:--- 0.674 Validation Loss: 0.9260867 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8506696 ---Validation accuracy:--- 0.668 Validation Loss: 0.9139576 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8920048 ---Validation accuracy:--- 0.6768 Validation Loss: 0.9483147 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0459218 ---Validation accuracy:--- 0.6082 Validation Loss: 1.084264 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.96858233 ---Validation accuracy:--- 0.5752 Validation Loss: 1.122073 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9776971 ---Validation accuracy:--- 0.6196 Validation Loss: 0.97960645 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9530937 ---Validation accuracy:--- 0.6498 Validation Loss: 0.96933573 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9709483 ---Validation accuracy:--- 0.62 Validation Loss: 0.9888788 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2588652 ---Validation accuracy:--- 0.5344 Validation Loss: 1.239378 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0613549 ---Validation accuracy:--- 0.5582 Validation Loss: 1.1089376 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0543637 ---Validation accuracy:--- 0.5886 Validation Loss: 1.0441313 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.96854407 ---Validation accuracy:--- 0.603 Validation Loss: 1.0152166 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2382197 ---Validation accuracy:--- 0.568 Validation Loss: 1.2128707 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0171765 ---Validation accuracy:--- 0.637 Validation Loss: 0.97238624 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.75723284 ---Validation accuracy:--- 0.674 Validation Loss: 0.8816163 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.7008549 ---Validation accuracy:--- 0.7134 Validation Loss: 0.8606076 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7951733 ---Validation accuracy:--- 0.7288 Validation Loss: 0.8574918 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.65271455 ---Validation accuracy:--- 0.6038 Validation Loss: 0.9022382 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.77397025 ---Validation accuracy:--- 0.658 Validation Loss: 0.9177959 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7146674 ---Validation accuracy:--- 0.701 Validation Loss: 0.82136494 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5432834 ---Validation accuracy:--- 0.7188 Validation Loss: 0.82339686 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61579347 ---Validation accuracy:--- 0.6656 Validation Loss: 0.8929553 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.93386686 ---Validation accuracy:--- 0.6376 Validation Loss: 0.89500105 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8108484 ---Validation accuracy:--- 0.711 Validation Loss: 0.86223143 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.6683328 ---Validation accuracy:--- 0.6948 Validation Loss: 0.8548671 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.82919365 ---Validation accuracy:--- 0.7014 Validation Loss: 0.87681895 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7980372 ---Validation accuracy:--- 0.6418 Validation Loss: 0.89206815 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.81229216 ---Validation accuracy:--- 0.7206 Validation Loss: 0.84292793 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5800048 ---Validation accuracy:--- 0.7392 Validation Loss: 0.80485046 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.753858 ---Validation accuracy:--- 0.7066 Validation Loss: 0.84351426 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.61815125 ---Validation accuracy:--- 0.7192 Validation Loss: 0.82064646 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.67972505 ---Validation accuracy:--- 0.7102 Validation Loss: 0.79996955 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6329809 ---Validation accuracy:--- 0.6944 Validation Loss: 0.8856041 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.6743428 ---Validation accuracy:--- 0.7048 Validation Loss: 0.8228842 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7799126 ---Validation accuracy:--- 0.7082 Validation Loss: 0.890372 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.90174055 ---Validation accuracy:--- 0.5782 Validation Loss: 1.2210175 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.327717 ---Validation accuracy:--- 0.4912 Validation Loss: 1.3197021 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0017552 ---Validation accuracy:--- 0.5504 Validation Loss: 1.1285852 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.90493274 ---Validation accuracy:--- 0.6844 Validation Loss: 0.88237315 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7013214 ---Validation accuracy:--- 0.6596 Validation Loss: 0.91336507 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9369623 ---Validation accuracy:--- 0.5974 Validation Loss: 0.9437625 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8884515 ---Validation accuracy:--- 0.622 Validation Loss: 1.2868418 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.69422835 ---Validation accuracy:--- 0.7156 Validation Loss: 0.8892463 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6552587 ---Validation accuracy:--- 0.7378 Validation Loss: 0.80049855 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.58946526 ---Validation accuracy:--- 0.677 Validation Loss: 1.0044229 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.98923606 ---Validation accuracy:--- 0.6456 Validation Loss: 1.0163621 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.92638975 ---Validation accuracy:--- 0.648 Validation Loss: 0.95983654 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5929859 ---Validation accuracy:--- 0.7412 Validation Loss: 0.76724964 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.6825392 ---Validation accuracy:--- 0.724 Validation Loss: 0.81115884 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8975898 ---Validation accuracy:--- 0.6692 Validation Loss: 0.8759238 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9775564 ---Validation accuracy:--- 0.6968 Validation Loss: 0.8838342 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.82565653 ---Validation accuracy:--- 0.714 Validation Loss: 0.8694827 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7428087 ---Validation accuracy:--- 0.7424 Validation Loss: 0.8178462 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67406243 ---Validation accuracy:--- 0.7446 Validation Loss: 0.7962329 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7690233 ---Validation accuracy:--- 0.6886 Validation Loss: 0.91237694 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6745347 ---Validation accuracy:--- 0.7536 Validation Loss: 0.77959496 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.6274403 ---Validation accuracy:--- 0.713 Validation Loss: 0.8410916 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.83707273 ---Validation accuracy:--- 0.6336 Validation Loss: 1.0506768 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0692024 ---Validation accuracy:--- 0.6194 Validation Loss: 0.9430879 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8843136 ---Validation accuracy:--- 0.7244 Validation Loss: 0.85370374 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7870018 ---Validation accuracy:--- 0.6112 Validation Loss: 1.0340848 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1148468 ---Validation accuracy:--- 0.615 Validation Loss: 1.0761714 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.76072586 ---Validation accuracy:--- 0.694 Validation Loss: 0.8516082 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6861243 ---Validation accuracy:--- 0.738 Validation Loss: 0.8158727 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8177646 ---Validation accuracy:--- 0.696 Validation Loss: 0.8813449 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.76049894 ---Validation accuracy:--- 0.7368 Validation Loss: 0.7724662 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.61245215 ---Validation accuracy:--- 0.74 Validation Loss: 0.7635926 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8342239 ---Validation accuracy:--- 0.7278 Validation Loss: 0.8173095 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.7243974 ---Validation accuracy:--- 0.6218 Validation Loss: 0.9733324 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.64860135 ---Validation accuracy:--- 0.7232 Validation Loss: 0.825983 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.818629 ---Validation accuracy:--- 0.773 Validation Loss: 0.7567475 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7684796 ---Validation accuracy:--- 0.7572 Validation Loss: 0.747249 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.743652 ---Validation accuracy:--- 0.7092 Validation Loss: 0.82784307 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.59042186 ---Validation accuracy:--- 0.7592 Validation Loss: 0.7389589 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5854879 ---Validation accuracy:--- 0.7476 Validation Loss: 0.74627507 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7879104 ---Validation accuracy:--- 0.702 Validation Loss: 0.7868605 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.62648886 ---Validation accuracy:--- 0.7682 Validation Loss: 0.7210036 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.737641 ---Validation accuracy:--- 0.6874 Validation Loss: 0.8566537 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.64797676 ---Validation accuracy:--- 0.7574 Validation Loss: 0.771049 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8132537 ---Validation accuracy:--- 0.7026 Validation Loss: 0.82658386 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.6939412 ---Validation accuracy:--- 0.7632 Validation Loss: 0.7367685 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.71625185 ---Validation accuracy:--- 0.7552 Validation Loss: 0.7237566 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.549234 ---Validation accuracy:--- 0.7618 Validation Loss: 0.73220325 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.65432745 ---Validation accuracy:--- 0.7492 Validation Loss: 0.7461228 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6172611 ---Validation accuracy:--- 0.7428 Validation Loss: 0.7561523 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7017828 ---Validation accuracy:--- 0.7448 Validation Loss: 0.76391995 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7710236 ---Validation accuracy:--- 0.7204 Validation Loss: 0.78062725 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6975765 ---Validation accuracy:--- 0.7192 Validation Loss: 0.7824732 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.78545547 ---Validation accuracy:--- 0.671 Validation Loss: 0.8703089 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5604802 ---Validation accuracy:--- 0.7362 Validation Loss: 0.7825656 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7546071 ---Validation accuracy:--- 0.6992 Validation Loss: 0.83949065 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.71845853 ---Validation accuracy:--- 0.7742 Validation Loss: 0.69211507 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.51027215 ---Validation accuracy:--- 0.7508 Validation Loss: 0.7033917 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6134944 ---Validation accuracy:--- 0.759 Validation Loss: 0.74191856 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.4954071 ---Validation accuracy:--- 0.7628 Validation Loss: 0.74605066 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.49662864 ---Validation accuracy:--- 0.748 Validation Loss: 0.7396349 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.584461 ---Validation accuracy:--- 0.7694 Validation Loss: 0.69835764 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56449205 ---Validation accuracy:--- 0.731 Validation Loss: 0.76056844 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.50060934 ---Validation accuracy:--- 0.7598 Validation Loss: 0.6999279 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.84655195 ---Validation accuracy:--- 0.6626 Validation Loss: 0.99858123 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.82316804 ---Validation accuracy:--- 0.6924 Validation Loss: 0.9793926 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2423978 ---Validation accuracy:--- 0.6404 Validation Loss: 1.3160207 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6519363 ---Validation accuracy:--- 0.6756 Validation Loss: 0.8935038 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7385823 ---Validation accuracy:--- 0.7422 Validation Loss: 0.76263976 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8623131 ---Validation accuracy:--- 0.6816 Validation Loss: 0.917675 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9079332 ---Validation accuracy:--- 0.6284 Validation Loss: 1.0424792 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.7486118 ---Validation accuracy:--- 0.6922 Validation Loss: 0.87811077 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.59285474 ---Validation accuracy:--- 0.7056 Validation Loss: 0.80488884 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.68520266 ---Validation accuracy:--- 0.6696 Validation Loss: 0.84893084 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.71037626 ---Validation accuracy:--- 0.6842 Validation Loss: 0.9198451 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7857459 ---Validation accuracy:--- 0.7438 Validation Loss: 0.82989514 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.74897295 ---Validation accuracy:--- 0.7788 Validation Loss: 0.71370214 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.62505996 ---Validation accuracy:--- 0.7718 Validation Loss: 0.69148195 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.61139274 ---Validation accuracy:--- 0.771 Validation Loss: 0.6906116 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7578661 ---Validation accuracy:--- 0.774 Validation Loss: 0.70613277 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6417342 ---Validation accuracy:--- 0.784 Validation Loss: 0.6671797 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6022518 ---Validation accuracy:--- 0.7618 Validation Loss: 0.74486595 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5600881 ---Validation accuracy:--- 0.765 Validation Loss: 0.7611484 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.547715 ---Validation accuracy:--- 0.7288 Validation Loss: 0.7828019 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.80811584 ---Validation accuracy:--- 0.6896 Validation Loss: 0.94012547 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.58072805 ---Validation accuracy:--- 0.7652 Validation Loss: 0.67973894 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5518621 ---Validation accuracy:--- 0.7774 Validation Loss: 0.6800598 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6815757 ---Validation accuracy:--- 0.699 Validation Loss: 0.76221395 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.58267844 ---Validation accuracy:--- 0.7476 Validation Loss: 0.74445945 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5187328 ---Validation accuracy:--- 0.7716 Validation Loss: 0.71539044 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.66417915 ---Validation accuracy:--- 0.723 Validation Loss: 0.81420475 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8520198 ---Validation accuracy:--- 0.6634 Validation Loss: 0.8928359 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.5918708 ---Validation accuracy:--- 0.7254 Validation Loss: 0.75200653 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7934699 ---Validation accuracy:--- 0.7694 Validation Loss: 0.65851164 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.789019 ---Validation accuracy:--- 0.743 Validation Loss: 0.7202904 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.630751 ---Validation accuracy:--- 0.7782 Validation Loss: 0.65157384 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7123595 ---Validation accuracy:--- 0.7604 Validation Loss: 0.7345707 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.58260244 ---Validation accuracy:--- 0.7412 Validation Loss: 0.7912087 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.66472703 ---Validation accuracy:--- 0.7784 Validation Loss: 0.6910593 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5680852 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6635741 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5895006 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6473399 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6779459 ---Validation accuracy:--- 0.7514 Validation Loss: 0.71902305 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.95610726 ---Validation accuracy:--- 0.7408 Validation Loss: 0.7584252 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7505223 ---Validation accuracy:--- 0.7532 Validation Loss: 0.71778476 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.71099037 ---Validation accuracy:--- 0.7524 Validation Loss: 0.6878205 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6513637 ---Validation accuracy:--- 0.7798 Validation Loss: 0.6518602 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6866106 ---Validation accuracy:--- 0.7204 Validation Loss: 0.9228617 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.89481 ---Validation accuracy:--- 0.6592 Validation Loss: 0.9938855 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.7656299 ---Validation accuracy:--- 0.6614 Validation Loss: 0.92774314 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.67944694 ---Validation accuracy:--- 0.7374 Validation Loss: 0.79548675 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7135231 ---Validation accuracy:--- 0.724 Validation Loss: 0.7904924 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.72296697 ---Validation accuracy:--- 0.778 Validation Loss: 0.75149566 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5690469 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6834968 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5412266 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7120265 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.47238868 ---Validation accuracy:--- 0.7822 Validation Loss: 0.64220107 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.54622024 ---Validation accuracy:--- 0.7746 Validation Loss: 0.64876866 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6505509 ---Validation accuracy:--- 0.718 Validation Loss: 0.7673206 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0232598 ---Validation accuracy:--- 0.5816 Validation Loss: 1.1691067 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0006986 ---Validation accuracy:--- 0.6504 Validation Loss: 1.109222 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.8680886 ---Validation accuracy:--- 0.7446 Validation Loss: 0.888991 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6141909 ---Validation accuracy:--- 0.719 Validation Loss: 0.7510586 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.71751463 ---Validation accuracy:--- 0.7822 Validation Loss: 0.6900039 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.59591365 ---Validation accuracy:--- 0.7826 Validation Loss: 0.6799502 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.70201296 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7054103 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.69742996 ---Validation accuracy:--- 0.6974 Validation Loss: 0.82761776 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.9144551 ---Validation accuracy:--- 0.6052 Validation Loss: 1.1519516 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.956792 ---Validation accuracy:--- 0.6634 Validation Loss: 0.9289147 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.95155627 ---Validation accuracy:--- 0.6586 Validation Loss: 1.1309346 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6910237 ---Validation accuracy:--- 0.7096 Validation Loss: 0.83630234 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5640844 ---Validation accuracy:--- 0.6832 Validation Loss: 0.82613826 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.9800712 ---Validation accuracy:--- 0.6714 Validation Loss: 0.9387848 Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.64430726 ---Validation accuracy:--- 0.7122 Validation Loss: 0.8202297 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5074618 ---Validation accuracy:--- 0.7788 Validation Loss: 0.6839232 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.47161162 ---Validation accuracy:--- 0.788 Validation Loss: 0.6542209 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.74708945 ---Validation accuracy:--- 0.7872 Validation Loss: 0.6661456 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6042553 ---Validation accuracy:--- 0.7786 Validation Loss: 0.67898816 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5704537 ---Validation accuracy:--- 0.785 Validation Loss: 0.6806663 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52789587 ---Validation accuracy:--- 0.7366 Validation Loss: 0.65770185 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6419307 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6596961 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6871779 ---Validation accuracy:--- 0.7872 Validation Loss: 0.6465924 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5075022 ---Validation accuracy:--- 0.7938 Validation Loss: 0.6379703 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42361733 ---Validation accuracy:--- 0.785 Validation Loss: 0.6590571 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4332041 ---Validation accuracy:--- 0.8008 Validation Loss: 0.6275468 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.59843224 ---Validation accuracy:--- 0.772 Validation Loss: 0.6992647 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.8914537 ---Validation accuracy:--- 0.7568 Validation Loss: 0.76442957 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.60012734 ---Validation accuracy:--- 0.7516 Validation Loss: 0.7532015 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7747211 ---Validation accuracy:--- 0.7088 Validation Loss: 0.8638217 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6344379 ---Validation accuracy:--- 0.7452 Validation Loss: 0.7725295 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52931523 ---Validation accuracy:--- 0.7726 Validation Loss: 0.71153176 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4565841 ---Validation accuracy:--- 0.802 Validation Loss: 0.6225056 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.37358657 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6201233 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.680211 ---Validation accuracy:--- 0.7844 Validation Loss: 0.6441943 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6001389 ---Validation accuracy:--- 0.6906 Validation Loss: 0.8455127 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43136036 ---Validation accuracy:--- 0.7764 Validation Loss: 0.6570153 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.84153503 ---Validation accuracy:--- 0.6982 Validation Loss: 0.85665596 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.48422232 ---Validation accuracy:--- 0.7864 Validation Loss: 0.64716524 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6173689 ---Validation accuracy:--- 0.76 Validation Loss: 0.6853766 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5618988 ---Validation accuracy:--- 0.7688 Validation Loss: 0.6756122 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5407048 ---Validation accuracy:--- 0.7892 Validation Loss: 0.66391975 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.68235445 ---Validation accuracy:--- 0.7714 Validation Loss: 0.7076436 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.52654386 ---Validation accuracy:--- 0.755 Validation Loss: 0.77401775 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.67997724 ---Validation accuracy:--- 0.7514 Validation Loss: 0.70356834 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6112675 ---Validation accuracy:--- 0.7778 Validation Loss: 0.6354636 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.6024733 ---Validation accuracy:--- 0.7722 Validation Loss: 0.641538 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5253218 ---Validation accuracy:--- 0.7714 Validation Loss: 0.6772527 Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.0144068 ---Validation accuracy:--- 0.6664 Validation Loss: 0.94274706 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.50185275 ---Validation accuracy:--- 0.7908 Validation Loss: 0.68265086 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.57532173 ---Validation accuracy:--- 0.7642 Validation Loss: 0.68189585 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.43975422 ---Validation accuracy:--- 0.7994 Validation Loss: 0.6211589 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.58914304 ---Validation accuracy:--- 0.7818 Validation Loss: 0.7211574 Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.111995 ---Validation accuracy:--- 0.6254 Validation Loss: 1.1043425 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9094931 ---Validation accuracy:--- 0.6856 Validation Loss: 0.8184656 Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.81067 ---Validation accuracy:--- 0.7366 Validation Loss: 0.81054777 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.7836893 ---Validation accuracy:--- 0.7124 Validation Loss: 0.8152833 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.61541444 ---Validation accuracy:--- 0.7436 Validation Loss: 0.74058545 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5966438 ---Validation accuracy:--- 0.7798 Validation Loss: 0.6443625 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7367008 ---Validation accuracy:--- 0.7522 Validation Loss: 0.76170987 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.44988662 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6386329 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5294919 ---Validation accuracy:--- 0.7654 Validation Loss: 0.6931224 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7338247 ---Validation accuracy:--- 0.7208 Validation Loss: 0.7630244 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.66773415 ---Validation accuracy:--- 0.7486 Validation Loss: 0.7115521 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.61035657 ---Validation accuracy:--- 0.757 Validation Loss: 0.7206126 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7252325 ---Validation accuracy:--- 0.7072 Validation Loss: 0.77227116 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.66512275 ---Validation accuracy:--- 0.7726 Validation Loss: 0.67936814 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5270787 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6311837 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.66301924 ---Validation accuracy:--- 0.7544 Validation Loss: 0.77088106 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6898561 ---Validation accuracy:--- 0.6768 Validation Loss: 0.91141135 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6480494 ---Validation accuracy:--- 0.7676 Validation Loss: 0.70651424 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.59249043 ---Validation accuracy:--- 0.801 Validation Loss: 0.65042484 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6643741 ---Validation accuracy:--- 0.7618 Validation Loss: 0.6606188 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5320596 ---Validation accuracy:--- 0.801 Validation Loss: 0.6685328 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.65644646 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6431067 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45337355 ---Validation accuracy:--- 0.8008 Validation Loss: 0.60944796 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.40692237 ---Validation accuracy:--- 0.807 Validation Loss: 0.6127382 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49532273 ---Validation accuracy:--- 0.792 Validation Loss: 0.6115773 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5669534 ---Validation accuracy:--- 0.7886 Validation Loss: 0.70169234 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38002533 ---Validation accuracy:--- 0.791 Validation Loss: 0.644184 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.63088715 ---Validation accuracy:--- 0.7914 Validation Loss: 0.64322454 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40912256 ---Validation accuracy:--- 0.8132 Validation Loss: 0.5908422 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5551537 ---Validation accuracy:--- 0.7962 Validation Loss: 0.6314886 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5127517 ---Validation accuracy:--- 0.8024 Validation Loss: 0.591833 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49522018 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6804263 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5812244 ---Validation accuracy:--- 0.7528 Validation Loss: 0.7309878 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39669037 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6685588 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8178938 ---Validation accuracy:--- 0.7098 Validation Loss: 0.8977371 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8873763 ---Validation accuracy:--- 0.6212 Validation Loss: 1.2298343 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.8447742 ---Validation accuracy:--- 0.7078 Validation Loss: 0.9702303 Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.8507335 ---Validation accuracy:--- 0.6844 Validation Loss: 0.86195993 Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.7142612 ---Validation accuracy:--- 0.6742 Validation Loss: 0.90906775 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.62679315 ---Validation accuracy:--- 0.7702 Validation Loss: 0.67358965 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.88939315 ---Validation accuracy:--- 0.6718 Validation Loss: 1.0030433 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.56456465 ---Validation accuracy:--- 0.7746 Validation Loss: 0.677038 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.46235076 ---Validation accuracy:--- 0.772 Validation Loss: 0.6471267 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.52853894 ---Validation accuracy:--- 0.7972 Validation Loss: 0.64827937 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5894258 ---Validation accuracy:--- 0.7936 Validation Loss: 0.6453134 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5671897 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6446536 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5777017 ---Validation accuracy:--- 0.766 Validation Loss: 0.6836838 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4437718 ---Validation accuracy:--- 0.7982 Validation Loss: 0.6176878 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4946623 ---Validation accuracy:--- 0.7834 Validation Loss: 0.6413708 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55443656 ---Validation accuracy:--- 0.7852 Validation Loss: 0.6276383 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6193044 ---Validation accuracy:--- 0.7774 Validation Loss: 0.65530646 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.81137013 ---Validation accuracy:--- 0.772 Validation Loss: 0.7112788 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7331759 ---Validation accuracy:--- 0.7888 Validation Loss: 0.73624766 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5259565 ---Validation accuracy:--- 0.7682 Validation Loss: 0.67239827 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5795634 ---Validation accuracy:--- 0.8188 Validation Loss: 0.6026982 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5038642 ---Validation accuracy:--- 0.7862 Validation Loss: 0.6041948 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5039148 ---Validation accuracy:--- 0.803 Validation Loss: 0.6156776 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9572743 ---Validation accuracy:--- 0.7134 Validation Loss: 0.86678 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.81541795 ---Validation accuracy:--- 0.687 Validation Loss: 0.7959805 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.8200174 ---Validation accuracy:--- 0.6844 Validation Loss: 1.1581098 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.81274825 ---Validation accuracy:--- 0.7296 Validation Loss: 0.8670615 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5870245 ---Validation accuracy:--- 0.728 Validation Loss: 0.7586158 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.8928343 ---Validation accuracy:--- 0.6992 Validation Loss: 0.90256834 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.46089828 ---Validation accuracy:--- 0.7798 Validation Loss: 0.65692693 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.606471 ---Validation accuracy:--- 0.7874 Validation Loss: 0.6881495 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.59712535 ---Validation accuracy:--- 0.8072 Validation Loss: 0.6099417 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5199106 ---Validation accuracy:--- 0.7776 Validation Loss: 0.6371129 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6139104 ---Validation accuracy:--- 0.7382 Validation Loss: 0.71793693 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6348541 ---Validation accuracy:--- 0.7734 Validation Loss: 0.6760188 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.60300463 ---Validation accuracy:--- 0.742 Validation Loss: 0.7379589 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5015769 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6274021 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.632402 ---Validation accuracy:--- 0.7762 Validation Loss: 0.69647276 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24297482 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6465088 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.73464155 ---Validation accuracy:--- 0.7652 Validation Loss: 0.7022579 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.67172813 ---Validation accuracy:--- 0.7616 Validation Loss: 0.70950216 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.7972091 ---Validation accuracy:--- 0.6968 Validation Loss: 0.95282423 Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.3244983 ---Validation accuracy:--- 0.65 Validation Loss: 1.221149 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.1092274 ---Validation accuracy:--- 0.6138 Validation Loss: 1.1260906 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.1715815 ---Validation accuracy:--- 0.6264 Validation Loss: 1.0090926 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.79218245 ---Validation accuracy:--- 0.6742 Validation Loss: 0.7926412 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.53932065 ---Validation accuracy:--- 0.7606 Validation Loss: 0.6943794 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.59713566 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6319829 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5330091 ---Validation accuracy:--- 0.788 Validation Loss: 0.6762414 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5585852 ---Validation accuracy:--- 0.799 Validation Loss: 0.64182746 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.48501396 ---Validation accuracy:--- 0.7644 Validation Loss: 0.6705731 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49975958 ---Validation accuracy:--- 0.8172 Validation Loss: 0.62311786 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.48310235 ---Validation accuracy:--- 0.7536 Validation Loss: 0.7101372 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7379158 ---Validation accuracy:--- 0.7394 Validation Loss: 0.77068037 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54152757 ---Validation accuracy:--- 0.8064 Validation Loss: 0.6222698 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44981202 ---Validation accuracy:--- 0.8156 Validation Loss: 0.60324126 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.45289806 ---Validation accuracy:--- 0.8076 Validation Loss: 0.5984623 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.42425522 ---Validation accuracy:--- 0.802 Validation Loss: 0.5967895 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.56363076 ---Validation accuracy:--- 0.798 Validation Loss: 0.6183014 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.7259563 ---Validation accuracy:--- 0.7912 Validation Loss: 0.6398907 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4260208 ---Validation accuracy:--- 0.8066 Validation Loss: 0.6083547 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.44655517 ---Validation accuracy:--- 0.7864 Validation Loss: 0.6147153 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.51895165 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6704537 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6344345 ---Validation accuracy:--- 0.7856 Validation Loss: 0.64113224 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5170087 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6358616 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4324335 ---Validation accuracy:--- 0.8082 Validation Loss: 0.61813664 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4473478 ---Validation accuracy:--- 0.8222 Validation Loss: 0.5988006 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.50808066 ---Validation accuracy:--- 0.7822 Validation Loss: 0.64963835 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49548215 ---Validation accuracy:--- 0.7836 Validation Loss: 0.62321687 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.68529874 ---Validation accuracy:--- 0.7678 Validation Loss: 0.6847586 Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.6749731 ---Validation accuracy:--- 0.7132 Validation Loss: 0.7671151 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.481672 ---Validation accuracy:--- 0.8046 Validation Loss: 0.5987827 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7634773 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6152985 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5442805 ---Validation accuracy:--- 0.8104 Validation Loss: 0.5956141 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6065861 ---Validation accuracy:--- 0.7538 Validation Loss: 0.68196374 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5423827 ---Validation accuracy:--- 0.7892 Validation Loss: 0.64182425 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6129151 ---Validation accuracy:--- 0.7554 Validation Loss: 0.76511985 Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 0.8596779 ---Validation accuracy:--- 0.6858 Validation Loss: 0.8837918 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5948336 ---Validation accuracy:--- 0.778 Validation Loss: 0.6663991 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5794614 ---Validation accuracy:--- 0.7784 Validation Loss: 0.6494156 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40636766 ---Validation accuracy:--- 0.8034 Validation Loss: 0.5889844 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6799971 ---Validation accuracy:--- 0.792 Validation Loss: 0.6137052 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.426314 ---Validation accuracy:--- 0.7834 Validation Loss: 0.6597532 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.57733274 ---Validation accuracy:--- 0.7746 Validation Loss: 0.6462562 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.47723883 ---Validation accuracy:--- 0.7122 Validation Loss: 0.6625002 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.45741463 ---Validation accuracy:--- 0.778 Validation Loss: 0.68762267 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43828103 ---Validation accuracy:--- 0.8098 Validation Loss: 0.58979654 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39460784 ---Validation accuracy:--- 0.7998 Validation Loss: 0.5972744 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50680476 ---Validation accuracy:--- 0.793 Validation Loss: 0.6503894 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.69160795 ---Validation accuracy:--- 0.7772 Validation Loss: 0.69590163 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.58021706 ---Validation accuracy:--- 0.7756 Validation Loss: 0.6839988 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5673611 ---Validation accuracy:--- 0.7674 Validation Loss: 0.66156787 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8309286 ---Validation accuracy:--- 0.7758 Validation Loss: 0.72735107 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.62769514 ---Validation accuracy:--- 0.7788 Validation Loss: 0.64743316 Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.771688 ---Validation accuracy:--- 0.7798 Validation Loss: 0.64841133 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.51292044 ---Validation accuracy:--- 0.788 Validation Loss: 0.6442711 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4509833 ---Validation accuracy:--- 0.8086 Validation Loss: 0.5999812 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.49291787 ---Validation accuracy:--- 0.8094 Validation Loss: 0.6039319 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4961699 ---Validation accuracy:--- 0.7852 Validation Loss: 0.72380084 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.59306604 ---Validation accuracy:--- 0.803 Validation Loss: 0.5973578 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.53932655 ---Validation accuracy:--- 0.8088 Validation Loss: 0.5976561 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.5635333 ---Validation accuracy:--- 0.811 Validation Loss: 0.59159166 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.60076576 ---Validation accuracy:--- 0.803 Validation Loss: 0.5647892 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47505805 ---Validation accuracy:--- 0.8198 Validation Loss: 0.55815905 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.63261163 ---Validation accuracy:--- 0.738 Validation Loss: 0.8253668 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.67499113 ---Validation accuracy:--- 0.712 Validation Loss: 0.7345457 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4299083 ---Validation accuracy:--- 0.7932 Validation Loss: 0.5972882 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.8018875 ---Validation accuracy:--- 0.7614 Validation Loss: 0.6989805 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5003566 ---Validation accuracy:--- 0.7556 Validation Loss: 0.6555242 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.46793696 ---Validation accuracy:--- 0.8104 Validation Loss: 0.58734304 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.57287645 ---Validation accuracy:--- 0.7666 Validation Loss: 0.7284898 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.77504206 ---Validation accuracy:--- 0.7246 Validation Loss: 0.78035885 Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.72497225 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6657437 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.50776666 ---Validation accuracy:--- 0.8034 Validation Loss: 0.5994267 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.40832207 ---Validation accuracy:--- 0.8112 Validation Loss: 0.57350075 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.47240016 ---Validation accuracy:--- 0.8112 Validation Loss: 0.5574739 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53246135 ---Validation accuracy:--- 0.8142 Validation Loss: 0.57209337 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5741995 ---Validation accuracy:--- 0.7572 Validation Loss: 0.6819963 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5844618 ---Validation accuracy:--- 0.7626 Validation Loss: 0.6684169 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53294736 ---Validation accuracy:--- 0.7952 Validation Loss: 0.62601787 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4715934 ---Validation accuracy:--- 0.7778 Validation Loss: 0.6779947 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.45255294 ---Validation accuracy:--- 0.8222 Validation Loss: 0.57202584 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.49617484 ---Validation accuracy:--- 0.7774 Validation Loss: 0.65261376 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.704503 ---Validation accuracy:--- 0.7362 Validation Loss: 0.7169998 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4856569 ---Validation accuracy:--- 0.789 Validation Loss: 0.58031553 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.37163466 ---Validation accuracy:--- 0.7984 Validation Loss: 0.5721812 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41270682 ---Validation accuracy:--- 0.799 Validation Loss: 0.63746923 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5365544 ---Validation accuracy:--- 0.7868 Validation Loss: 0.6823169 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.520263 ---Validation accuracy:--- 0.7558 Validation Loss: 0.7622333 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5870952 ---Validation accuracy:--- 0.8274 Validation Loss: 0.56746805 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6294412 ---Validation accuracy:--- 0.7886 Validation Loss: 0.5936642 Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.6911717 ---Validation accuracy:--- 0.748 Validation Loss: 0.70788425 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5386656 ---Validation accuracy:--- 0.799 Validation Loss: 0.5750769 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5165214 ---Validation accuracy:--- 0.8262 Validation Loss: 0.55528545 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4132419 ---Validation accuracy:--- 0.8138 Validation Loss: 0.5852476 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5026846 ---Validation accuracy:--- 0.7966 Validation Loss: 0.5738108 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4843764 ---Validation accuracy:--- 0.8046 Validation Loss: 0.5743455 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.6068541 ---Validation accuracy:--- 0.7882 Validation Loss: 0.6215118 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.412583 ---Validation accuracy:--- 0.7986 Validation Loss: 0.58796775 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.50050294 ---Validation accuracy:--- 0.8024 Validation Loss: 0.5861375 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.49896973 ---Validation accuracy:--- 0.7598 Validation Loss: 0.6855888 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7641501 ---Validation accuracy:--- 0.6994 Validation Loss: 0.8339301 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.53431016 ---Validation accuracy:--- 0.7934 Validation Loss: 0.6910627 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.53540236 ---Validation accuracy:--- 0.7488 Validation Loss: 0.7439037 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.6654048 ---Validation accuracy:--- 0.777 Validation Loss: 0.67147297 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36630622 ---Validation accuracy:--- 0.8156 Validation Loss: 0.5655372 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.45681915 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6154948 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5029333 ---Validation accuracy:--- 0.8116 Validation Loss: 0.5769663 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.623765 ---Validation accuracy:--- 0.7884 Validation Loss: 0.6065596 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5304621 ---Validation accuracy:--- 0.7628 Validation Loss: 0.6632155 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.633285 ---Validation accuracy:--- 0.7574 Validation Loss: 0.6873581 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5926382 ---Validation accuracy:--- 0.7612 Validation Loss: 0.6684711 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5800517 ---Validation accuracy:--- 0.7934 Validation Loss: 0.60644996 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.54535806 ---Validation accuracy:--- 0.8004 Validation Loss: 0.62651956 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5213857 ---Validation accuracy:--- 0.807 Validation Loss: 0.59758234 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.55992705 ---Validation accuracy:--- 0.7948 Validation Loss: 0.6020622 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40477782 ---Validation accuracy:--- 0.7752 Validation Loss: 0.63669753 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.60618687 ---Validation accuracy:--- 0.7408 Validation Loss: 0.64753866 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5869568 ---Validation accuracy:--- 0.8052 Validation Loss: 0.5585353 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6061565 ---Validation accuracy:--- 0.7918 Validation Loss: 0.5876783 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.4947235 ---Validation accuracy:--- 0.82 Validation Loss: 0.54295 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3870677 ---Validation accuracy:--- 0.8252 Validation Loss: 0.53090316 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42371738 ---Validation accuracy:--- 0.8058 Validation Loss: 0.55613446 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.50901884 ---Validation accuracy:--- 0.808 Validation Loss: 0.5814046 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35901535 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6212076 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6068789 ---Validation accuracy:--- 0.7502 Validation Loss: 0.67852014 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39082447 ---Validation accuracy:--- 0.7852 Validation Loss: 0.5880223 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.46702063 ---Validation accuracy:--- 0.8234 Validation Loss: 0.5492994 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.3583038 ---Validation accuracy:--- 0.811 Validation Loss: 0.54848975 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4375734 ---Validation accuracy:--- 0.7802 Validation Loss: 0.73171985 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.0448315 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0375218 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9849301 ---Validation accuracy:--- 0.6292 Validation Loss: 1.0985498 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.57864463 ---Validation accuracy:--- 0.7672 Validation Loss: 0.74830306 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.45667338 ---Validation accuracy:--- 0.8162 Validation Loss: 0.5692321 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4641642 ---Validation accuracy:--- 0.816 Validation Loss: 0.5549448 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4847153 ---Validation accuracy:--- 0.7786 Validation Loss: 0.6423923 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.64567107 ---Validation accuracy:--- 0.7618 Validation Loss: 0.7103174 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.55282617 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5562001 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.52334166 ---Validation accuracy:--- 0.8102 Validation Loss: 0.5661879 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5243041 ---Validation accuracy:--- 0.7992 Validation Loss: 0.58062434 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7101964 ---Validation accuracy:--- 0.7926 Validation Loss: 0.66857374 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5431753 ---Validation accuracy:--- 0.812 Validation Loss: 0.579501 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.620907 ---Validation accuracy:--- 0.8218 Validation Loss: 0.54686266 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.39036426 ---Validation accuracy:--- 0.8256 Validation Loss: 0.54730093 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5024939 ---Validation accuracy:--- 0.797 Validation Loss: 0.58098686 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.4464102 ---Validation accuracy:--- 0.8132 Validation Loss: 0.54617846 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.54266965 ---Validation accuracy:--- 0.8036 Validation Loss: 0.5742454 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.61345315 ---Validation accuracy:--- 0.7832 Validation Loss: 0.65451974 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.64612335 ---Validation accuracy:--- 0.7656 Validation Loss: 0.6697602 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4623954 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5404378 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6004011 ---Validation accuracy:--- 0.8004 Validation Loss: 0.54988587 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7513592 ---Validation accuracy:--- 0.799 Validation Loss: 0.6100009 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4328157 ---Validation accuracy:--- 0.7988 Validation Loss: 0.580532 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4309825 ---Validation accuracy:--- 0.783 Validation Loss: 0.6372623 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.725844 ---Validation accuracy:--- 0.7456 Validation Loss: 0.72750646 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5201265 ---Validation accuracy:--- 0.82 Validation Loss: 0.55012023 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35621575 ---Validation accuracy:--- 0.809 Validation Loss: 0.5560312 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.41085804 ---Validation accuracy:--- 0.832 Validation Loss: 0.5795033 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5792421 ---Validation accuracy:--- 0.777 Validation Loss: 0.6657744 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.48189473 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6194697 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6619228 ---Validation accuracy:--- 0.7676 Validation Loss: 0.779714 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.70344645 ---Validation accuracy:--- 0.7698 Validation Loss: 0.68581223 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5973669 ---Validation accuracy:--- 0.7962 Validation Loss: 0.59152234 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.31136283 ---Validation accuracy:--- 0.8284 Validation Loss: 0.53889084 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5558693 ---Validation accuracy:--- 0.8114 Validation Loss: 0.5634971 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43948486 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5456178 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.46922204 ---Validation accuracy:--- 0.813 Validation Loss: 0.5775049 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35120228 ---Validation accuracy:--- 0.8222 Validation Loss: 0.5926061 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5166242 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5668404 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.61364156 ---Validation accuracy:--- 0.8016 Validation Loss: 0.5811004 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4430248 ---Validation accuracy:--- 0.816 Validation Loss: 0.5425899 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52146184 ---Validation accuracy:--- 0.8102 Validation Loss: 0.5469454 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5210595 ---Validation accuracy:--- 0.8216 Validation Loss: 0.5377359 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.42125332 ---Validation accuracy:--- 0.7958 Validation Loss: 0.58018535 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.529262 ---Validation accuracy:--- 0.8208 Validation Loss: 0.52833027 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48525336 ---Validation accuracy:--- 0.8216 Validation Loss: 0.51602834 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4675753 ---Validation accuracy:--- 0.7542 Validation Loss: 0.70637643 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53297055 ---Validation accuracy:--- 0.7774 Validation Loss: 0.61699003 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4887667 ---Validation accuracy:--- 0.8036 Validation Loss: 0.5887428 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.49447823 ---Validation accuracy:--- 0.8124 Validation Loss: 0.56289357 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37030166 ---Validation accuracy:--- 0.8182 Validation Loss: 0.55670744 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33779517 ---Validation accuracy:--- 0.8262 Validation Loss: 0.5212633 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.44883254 ---Validation accuracy:--- 0.8112 Validation Loss: 0.5639671 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37924716 ---Validation accuracy:--- 0.8216 Validation Loss: 0.5266577 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25134668 ---Validation accuracy:--- 0.8168 Validation Loss: 0.517559 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4617173 ---Validation accuracy:--- 0.8286 Validation Loss: 0.52758884 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5207823 ---Validation accuracy:--- 0.7946 Validation Loss: 0.6071209 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5148898 ---Validation accuracy:--- 0.8022 Validation Loss: 0.5716121 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40829217 ---Validation accuracy:--- 0.8264 Validation Loss: 0.5322214 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3460266 ---Validation accuracy:--- 0.815 Validation Loss: 0.5893387 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4211908 ---Validation accuracy:--- 0.8184 Validation Loss: 0.5372756 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4360909 ---Validation accuracy:--- 0.8328 Validation Loss: 0.5464595 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5924878 ---Validation accuracy:--- 0.7936 Validation Loss: 0.6750462 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.61441195 ---Validation accuracy:--- 0.7468 Validation Loss: 0.73286843 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.84975314 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7533087 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45668396 ---Validation accuracy:--- 0.793 Validation Loss: 0.62150353 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.69419116 ---Validation accuracy:--- 0.7454 Validation Loss: 0.7674699 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3138234 ---Validation accuracy:--- 0.8246 Validation Loss: 0.553365 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.33376122 ---Validation accuracy:--- 0.7866 Validation Loss: 0.65879565 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.55559963 ---Validation accuracy:--- 0.794 Validation Loss: 0.63247657 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.48493743 ---Validation accuracy:--- 0.7494 Validation Loss: 0.74925035 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.54554397 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6156697 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37111306 ---Validation accuracy:--- 0.815 Validation Loss: 0.5760446 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55076295 ---Validation accuracy:--- 0.8072 Validation Loss: 0.6041488 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55531603 ---Validation accuracy:--- 0.8172 Validation Loss: 0.5664556 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3668789 ---Validation accuracy:--- 0.8014 Validation Loss: 0.6036114 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.5926886 ---Validation accuracy:--- 0.8212 Validation Loss: 0.5726894 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47187114 ---Validation accuracy:--- 0.7974 Validation Loss: 0.602705 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.44362152 ---Validation accuracy:--- 0.82 Validation Loss: 0.54204816 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.351852 ---Validation accuracy:--- 0.8198 Validation Loss: 0.53845936 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39659402 ---Validation accuracy:--- 0.81 Validation Loss: 0.55243224 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28631535 ---Validation accuracy:--- 0.8152 Validation Loss: 0.53896075 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54249907 ---Validation accuracy:--- 0.817 Validation Loss: 0.5531036 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.29218453 ---Validation accuracy:--- 0.827 Validation Loss: 0.55615604 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43633136 ---Validation accuracy:--- 0.8032 Validation Loss: 0.5940714 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.61571044 ---Validation accuracy:--- 0.789 Validation Loss: 0.6208117 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.9379283 ---Validation accuracy:--- 0.7458 Validation Loss: 0.89443654 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48011643 ---Validation accuracy:--- 0.8034 Validation Loss: 0.6285829 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.66767764 ---Validation accuracy:--- 0.7908 Validation Loss: 0.6763872 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5531672 ---Validation accuracy:--- 0.8182 Validation Loss: 0.55501986 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5351069 ---Validation accuracy:--- 0.8242 Validation Loss: 0.56553173 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5962299 ---Validation accuracy:--- 0.8212 Validation Loss: 0.53596777 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.43070298 ---Validation accuracy:--- 0.8132 Validation Loss: 0.55269855 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49453312 ---Validation accuracy:--- 0.8298 Validation Loss: 0.5259888 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.45557198 ---Validation accuracy:--- 0.8286 Validation Loss: 0.5140191 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5015491 ---Validation accuracy:--- 0.8182 Validation Loss: 0.53963435 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.378872 ---Validation accuracy:--- 0.8132 Validation Loss: 0.54446787 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5165444 ---Validation accuracy:--- 0.7564 Validation Loss: 0.7020652 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6009427 ---Validation accuracy:--- 0.8062 Validation Loss: 0.57331115 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31351683 ---Validation accuracy:--- 0.8164 Validation Loss: 0.5466052 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.52475524 ---Validation accuracy:--- 0.828 Validation Loss: 0.5325261 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48979995 ---Validation accuracy:--- 0.8198 Validation Loss: 0.5613539 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.36693078 ---Validation accuracy:--- 0.8304 Validation Loss: 0.51096934 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.39694864 ---Validation accuracy:--- 0.8218 Validation Loss: 0.54363626 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4260481 ---Validation accuracy:--- 0.8212 Validation Loss: 0.5499317 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3474958 ---Validation accuracy:--- 0.8226 Validation Loss: 0.52952695 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45494246 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5314417 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3999879 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5836521 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5336283 ---Validation accuracy:--- 0.8354 Validation Loss: 0.5215457 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6572078 ---Validation accuracy:--- 0.809 Validation Loss: 0.58072025 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.8103187 ---Validation accuracy:--- 0.7344 Validation Loss: 0.86633635 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.68705726 ---Validation accuracy:--- 0.783 Validation Loss: 0.6518335 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.52380174 ---Validation accuracy:--- 0.8024 Validation Loss: 0.6445343 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.44728905 ---Validation accuracy:--- 0.8236 Validation Loss: 0.5253975 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5455279 ---Validation accuracy:--- 0.8092 Validation Loss: 0.58383566 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.68274766 ---Validation accuracy:--- 0.7462 Validation Loss: 0.7616521 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42867112 ---Validation accuracy:--- 0.8014 Validation Loss: 0.60516006 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5857632 ---Validation accuracy:--- 0.7684 Validation Loss: 0.70748943 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.52180266 ---Validation accuracy:--- 0.8384 Validation Loss: 0.52064914 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.43894634 ---Validation accuracy:--- 0.8226 Validation Loss: 0.5373496 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2671117 ---Validation accuracy:--- 0.8404 Validation Loss: 0.5056209 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42946908 ---Validation accuracy:--- 0.8372 Validation Loss: 0.54162556 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43916428 ---Validation accuracy:--- 0.8186 Validation Loss: 0.5342479 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5063826 ---Validation accuracy:--- 0.8206 Validation Loss: 0.5389536 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5457553 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5303169 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3358045 ---Validation accuracy:--- 0.8202 Validation Loss: 0.5299757 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6318896 ---Validation accuracy:--- 0.803 Validation Loss: 0.6059599 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4168383 ---Validation accuracy:--- 0.827 Validation Loss: 0.56687766 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38893983 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5176596 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.66696775 ---Validation accuracy:--- 0.8108 Validation Loss: 0.5722558 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36837432 ---Validation accuracy:--- 0.8372 Validation Loss: 0.5173349 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4686699 ---Validation accuracy:--- 0.8318 Validation Loss: 0.51665133 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6902703 ---Validation accuracy:--- 0.8274 Validation Loss: 0.52475154 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35542747 ---Validation accuracy:--- 0.831 Validation Loss: 0.525308 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27121696 ---Validation accuracy:--- 0.8358 Validation Loss: 0.51792395 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.402442 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5170221 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.37700698 ---Validation accuracy:--- 0.827 Validation Loss: 0.5249403 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40559167 ---Validation accuracy:--- 0.8302 Validation Loss: 0.5327421 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.50246274 ---Validation accuracy:--- 0.8358 Validation Loss: 0.5283518 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.488334 ---Validation accuracy:--- 0.7822 Validation Loss: 0.6101293 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.38316464 ---Validation accuracy:--- 0.8346 Validation Loss: 0.5056301 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.42215452 ---Validation accuracy:--- 0.838 Validation Loss: 0.49974355 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.66033036 ---Validation accuracy:--- 0.7912 Validation Loss: 0.68908024 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22826938 ---Validation accuracy:--- 0.8214 Validation Loss: 0.54007053 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4121884 ---Validation accuracy:--- 0.8176 Validation Loss: 0.55213714 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.44281906 ---Validation accuracy:--- 0.829 Validation Loss: 0.5592881 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4266412 ---Validation accuracy:--- 0.8292 Validation Loss: 0.5296851 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.39010474 ---Validation accuracy:--- 0.8238 Validation Loss: 0.5444798 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.65458673 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5648062 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7077454 ---Validation accuracy:--- 0.8104 Validation Loss: 0.60184747 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.52101606 ---Validation accuracy:--- 0.8404 Validation Loss: 0.52895135 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5160808 ---Validation accuracy:--- 0.809 Validation Loss: 0.62697905 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6263054 ---Validation accuracy:--- 0.7682 Validation Loss: 0.6864696 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44364607 ---Validation accuracy:--- 0.8088 Validation Loss: 0.56409216 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4978843 ---Validation accuracy:--- 0.8488 Validation Loss: 0.502478 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3049511 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5842912 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4895752 ---Validation accuracy:--- 0.7868 Validation Loss: 0.59376764 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4586904 ---Validation accuracy:--- 0.831 Validation Loss: 0.5305622 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36401352 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5160208 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41642424 ---Validation accuracy:--- 0.8096 Validation Loss: 0.5264392 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.27856734 ---Validation accuracy:--- 0.8446 Validation Loss: 0.4955079 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.55697256 ---Validation accuracy:--- 0.8048 Validation Loss: 0.5624571 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.38156927 ---Validation accuracy:--- 0.8184 Validation Loss: 0.52850026 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5786721 ---Validation accuracy:--- 0.8038 Validation Loss: 0.5617913 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54773694 ---Validation accuracy:--- 0.8216 Validation Loss: 0.57347345 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.71393204 ---Validation accuracy:--- 0.7876 Validation Loss: 0.6912211 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.75021154 ---Validation accuracy:--- 0.7276 Validation Loss: 0.86891806 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6755603 ---Validation accuracy:--- 0.7704 Validation Loss: 0.6643588 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35786778 ---Validation accuracy:--- 0.8252 Validation Loss: 0.5471464 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.58335453 ---Validation accuracy:--- 0.8226 Validation Loss: 0.5421259 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4887503 ---Validation accuracy:--- 0.8304 Validation Loss: 0.5450681 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29760522 ---Validation accuracy:--- 0.8376 Validation Loss: 0.5154306 Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.50406814 ---Validation accuracy:--- 0.742 Validation Loss: 0.67781866 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.5725627 ---Validation accuracy:--- 0.8284 Validation Loss: 0.5529174 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.43010366 ---Validation accuracy:--- 0.79 Validation Loss: 0.61938035 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36301318 ---Validation accuracy:--- 0.7902 Validation Loss: 0.69584334 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 0.9630978 ---Validation accuracy:--- 0.6686 Validation Loss: 1.0605462 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.25141 ---Validation accuracy:--- 0.6088 Validation Loss: 1.4240584 Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.4760551 ---Validation accuracy:--- 0.4658 Validation Loss: 1.6426347 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4094092 ---Validation accuracy:--- 0.572 Validation Loss: 1.3601764 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.131947 ---Validation accuracy:--- 0.5752 Validation Loss: 1.3736676 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.7953125 ---Validation accuracy:--- 0.6682 Validation Loss: 0.93520564 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.76133424 ---Validation accuracy:--- 0.7218 Validation Loss: 0.86133426 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.61914414 ---Validation accuracy:--- 0.8032 Validation Loss: 0.6411913 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.53337914 ---Validation accuracy:--- 0.7736 Validation Loss: 0.69041884 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43128037 ---Validation accuracy:--- 0.7814 Validation Loss: 0.65208644 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.54363006 ---Validation accuracy:--- 0.7252 Validation Loss: 0.7215248 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48650032 ---Validation accuracy:--- 0.802 Validation Loss: 0.594277 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5474805 ---Validation accuracy:--- 0.823 Validation Loss: 0.5542696 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.6631903 ---Validation accuracy:--- 0.7454 Validation Loss: 0.7757945 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.65037966 ---Validation accuracy:--- 0.7904 Validation Loss: 0.63381916 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5977047 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6579111 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.51389 ---Validation accuracy:--- 0.8264 Validation Loss: 0.56538546 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4945112 ---Validation accuracy:--- 0.8172 Validation Loss: 0.5413709 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4211868 ---Validation accuracy:--- 0.8322 Validation Loss: 0.557912 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.36729681 ---Validation accuracy:--- 0.8274 Validation Loss: 0.5340765 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4201405 ---Validation accuracy:--- 0.8168 Validation Loss: 0.53213394 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.5815682 ---Validation accuracy:--- 0.8366 Validation Loss: 0.55242085 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4015743 ---Validation accuracy:--- 0.8312 Validation Loss: 0.5488245 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4359412 ---Validation accuracy:--- 0.8328 Validation Loss: 0.51471496 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.52284235 ---Validation accuracy:--- 0.817 Validation Loss: 0.60301465 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.4378312 ---Validation accuracy:--- 0.8316 Validation Loss: 0.5121783 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42357278 ---Validation accuracy:--- 0.8246 Validation Loss: 0.5770286 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48238173 ---Validation accuracy:--- 0.7966 Validation Loss: 0.63450676 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.9539958 ---Validation accuracy:--- 0.805 Validation Loss: 0.7138454 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.792393 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8534399 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.69227755 ---Validation accuracy:--- 0.7756 Validation Loss: 0.76953447 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5462173 ---Validation accuracy:--- 0.7782 Validation Loss: 0.6864975 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.69266665 ---Validation accuracy:--- 0.7362 Validation Loss: 0.80888486 Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 0.8545041 ---Validation accuracy:--- 0.7214 Validation Loss: 0.7717209 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.4434244 ---Validation accuracy:--- 0.8152 Validation Loss: 0.59946406 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48034233 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5371583 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47958663 ---Validation accuracy:--- 0.7948 Validation Loss: 0.61082625 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43833923 ---Validation accuracy:--- 0.8234 Validation Loss: 0.5607629 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4660011 ---Validation accuracy:--- 0.8258 Validation Loss: 0.52238125 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40717393 ---Validation accuracy:--- 0.8354 Validation Loss: 0.53075314 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.44295913 ---Validation accuracy:--- 0.8146 Validation Loss: 0.5609624 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.49193332 ---Validation accuracy:--- 0.837 Validation Loss: 0.5325276 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37021577 ---Validation accuracy:--- 0.8372 Validation Loss: 0.4998966 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45739967 ---Validation accuracy:--- 0.7364 Validation Loss: 0.71085775 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.6187148 ---Validation accuracy:--- 0.7834 Validation Loss: 0.76022196 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.46970612 ---Validation accuracy:--- 0.7598 Validation Loss: 0.7142224 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50156856 ---Validation accuracy:--- 0.7566 Validation Loss: 0.79939723 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.49019933 ---Validation accuracy:--- 0.8122 Validation Loss: 0.5950046 Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7565728 ---Validation accuracy:--- 0.7454 Validation Loss: 0.77120966 Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 1.0369185 ---Validation accuracy:--- 0.6912 Validation Loss: 0.92301404 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5441162 ---Validation accuracy:--- 0.7876 Validation Loss: 0.64883953 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3480469 ---Validation accuracy:--- 0.8084 Validation Loss: 0.5435949 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5463766 ---Validation accuracy:--- 0.8376 Validation Loss: 0.54409 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6239914 ---Validation accuracy:--- 0.8302 Validation Loss: 0.5147046 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.47445098 ---Validation accuracy:--- 0.8422 Validation Loss: 0.4958544 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5364396 ---Validation accuracy:--- 0.8144 Validation Loss: 0.56999314 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4302804 ---Validation accuracy:--- 0.8272 Validation Loss: 0.51977086 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52443236 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5222664 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.50157046 ---Validation accuracy:--- 0.8272 Validation Loss: 0.5531615 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6973082 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7163096 Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.77488655 ---Validation accuracy:--- 0.6796 Validation Loss: 0.9484713 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.9823732 ---Validation accuracy:--- 0.6368 Validation Loss: 0.98538905 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.69234693 ---Validation accuracy:--- 0.7286 Validation Loss: 0.74415195 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6370866 ---Validation accuracy:--- 0.8116 Validation Loss: 0.6532215 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4638997 ---Validation accuracy:--- 0.8392 Validation Loss: 0.5219177 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.60668474 ---Validation accuracy:--- 0.826 Validation Loss: 0.5076629 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6004032 ---Validation accuracy:--- 0.8332 Validation Loss: 0.51102966 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5012188 ---Validation accuracy:--- 0.8438 Validation Loss: 0.49896738 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.572658 ---Validation accuracy:--- 0.7968 Validation Loss: 0.6329941 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.73132604 ---Validation accuracy:--- 0.7726 Validation Loss: 0.7412548 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.47143814 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5561045 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.44856995 ---Validation accuracy:--- 0.834 Validation Loss: 0.5226718 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.32580537 ---Validation accuracy:--- 0.836 Validation Loss: 0.520471 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45078105 ---Validation accuracy:--- 0.8106 Validation Loss: 0.5562913 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45832026 ---Validation accuracy:--- 0.8272 Validation Loss: 0.5535928 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.42413193 ---Validation accuracy:--- 0.8272 Validation Loss: 0.549548 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.37031558 ---Validation accuracy:--- 0.8418 Validation Loss: 0.48958135 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.47518212 ---Validation accuracy:--- 0.8274 Validation Loss: 0.53357315 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.363917 ---Validation accuracy:--- 0.8442 Validation Loss: 0.48287567 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.43204334 ---Validation accuracy:--- 0.849 Validation Loss: 0.49345753 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25944877 ---Validation accuracy:--- 0.825 Validation Loss: 0.5230574 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31209004 ---Validation accuracy:--- 0.838 Validation Loss: 0.5216476 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44030204 ---Validation accuracy:--- 0.8408 Validation Loss: 0.49241874 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42764693 ---Validation accuracy:--- 0.8084 Validation Loss: 0.54829687 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3308287 ---Validation accuracy:--- 0.8316 Validation Loss: 0.5214893 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27371496 ---Validation accuracy:--- 0.849 Validation Loss: 0.51232255 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25877425 ---Validation accuracy:--- 0.8334 Validation Loss: 0.54638386 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31289533 ---Validation accuracy:--- 0.8464 Validation Loss: 0.49777436 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43257335 ---Validation accuracy:--- 0.7978 Validation Loss: 0.58405524 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5268805 ---Validation accuracy:--- 0.7978 Validation Loss: 0.57551795 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.56693506 ---Validation accuracy:--- 0.796 Validation Loss: 0.80355966 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.8488664 ---Validation accuracy:--- 0.747 Validation Loss: 0.8420624 Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6211501 ---Validation accuracy:--- 0.7532 Validation Loss: 0.7498912 Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5911736 ---Validation accuracy:--- 0.7832 Validation Loss: 0.6712203 Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7973323 ---Validation accuracy:--- 0.7406 Validation Loss: 0.8779037 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50615555 ---Validation accuracy:--- 0.8156 Validation Loss: 0.6147117 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.30691004 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5353742 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.4820124 ---Validation accuracy:--- 0.778 Validation Loss: 0.58599466 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37393966 ---Validation accuracy:--- 0.8332 Validation Loss: 0.56601465 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45382544 ---Validation accuracy:--- 0.8376 Validation Loss: 0.52794886 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25245193 ---Validation accuracy:--- 0.8428 Validation Loss: 0.50996387 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27992913 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5009083 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.27256933 ---Validation accuracy:--- 0.8464 Validation Loss: 0.50017166 Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.44850922 ---Validation accuracy:--- 0.84 Validation Loss: 0.53188264 Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.55279183 ---Validation accuracy:--- 0.8322 Validation Loss: 0.60517913 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48382422 ---Validation accuracy:--- 0.7532 Validation Loss: 0.6686106 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.42914474 ---Validation accuracy:--- 0.8234 Validation Loss: 0.587974 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3689686 ---Validation accuracy:--- 0.8416 Validation Loss: 0.5213357 Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.49140894 ---Validation accuracy:--- 0.8312 Validation Loss: 0.5519539 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39142075 ---Validation accuracy:--- 0.829 Validation Loss: 0.5530146 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41969064 ---Validation accuracy:--- 0.8328 Validation Loss: 0.53647506 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35583118 ---Validation accuracy:--- 0.8174 Validation Loss: 0.5653746 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4934577 ---Validation accuracy:--- 0.8458 Validation Loss: 0.53992754 Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5896119 ---Validation accuracy:--- 0.835 Validation Loss: 0.51177186 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2833428 ---Validation accuracy:--- 0.8336 Validation Loss: 0.52597505 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4965428 ---Validation accuracy:--- 0.7866 Validation Loss: 0.60716856 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.46561828 ---Validation accuracy:--- 0.8278 Validation Loss: 0.57026464 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31852326 ---Validation accuracy:--- 0.8298 Validation Loss: 0.53653055 Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.48552617 ---Validation accuracy:--- 0.8164 Validation Loss: 0.50247127 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24748655 ---Validation accuracy:--- 0.8442 Validation Loss: 0.5050884 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3211628 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5377775 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5881284 ---Validation accuracy:--- 0.8336 Validation Loss: 0.5705336 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5163256 ---Validation accuracy:--- 0.848 Validation Loss: 0.5357767 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5653465 ---Validation accuracy:--- 0.842 Validation Loss: 0.48923886 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.38145393 ---Validation accuracy:--- 0.8268 Validation Loss: 0.5034463 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32106677 ---Validation accuracy:--- 0.8504 Validation Loss: 0.4847263 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.44563448 ---Validation accuracy:--- 0.8506 Validation Loss: 0.47900888 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46207604 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4973669 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.48114693 ---Validation accuracy:--- 0.8312 Validation Loss: 0.54627025 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.47943565 ---Validation accuracy:--- 0.8394 Validation Loss: 0.51220125 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28223932 ---Validation accuracy:--- 0.8364 Validation Loss: 0.5025331 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34004638 ---Validation accuracy:--- 0.8492 Validation Loss: 0.50615495 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4177916 ---Validation accuracy:--- 0.8412 Validation Loss: 0.51433825 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33790398 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4854475 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45194253 ---Validation accuracy:--- 0.7994 Validation Loss: 0.59639084 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.36785722 ---Validation accuracy:--- 0.839 Validation Loss: 0.5257912 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29482856 ---Validation accuracy:--- 0.8508 Validation Loss: 0.50431824 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29328424 ---Validation accuracy:--- 0.8524 Validation Loss: 0.47206488 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.45067143 ---Validation accuracy:--- 0.824 Validation Loss: 0.5537043 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.41642743 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5054258 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3779037 ---Validation accuracy:--- 0.8476 Validation Loss: 0.49212494 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4672763 ---Validation accuracy:--- 0.849 Validation Loss: 0.50768137 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.45055667 ---Validation accuracy:--- 0.8384 Validation Loss: 0.56588274 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.57983345 ---Validation accuracy:--- 0.7618 Validation Loss: 0.6616046 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.40898147 ---Validation accuracy:--- 0.8206 Validation Loss: 0.5629373 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3380207 ---Validation accuracy:--- 0.831 Validation Loss: 0.53483903 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3263968 ---Validation accuracy:--- 0.8282 Validation Loss: 0.542338 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.32168043 ---Validation accuracy:--- 0.85 Validation Loss: 0.48307592 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19812527 ---Validation accuracy:--- 0.843 Validation Loss: 0.49933955 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29512534 ---Validation accuracy:--- 0.8492 Validation Loss: 0.51558447 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22241025 ---Validation accuracy:--- 0.8442 Validation Loss: 0.49623707 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19952121 ---Validation accuracy:--- 0.8444 Validation Loss: 0.5178675 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3797422 ---Validation accuracy:--- 0.832 Validation Loss: 0.5342214 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.6081003 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5588519 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.61687016 ---Validation accuracy:--- 0.8234 Validation Loss: 0.604081 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.8513875 ---Validation accuracy:--- 0.753 Validation Loss: 0.7434877 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5751945 ---Validation accuracy:--- 0.8208 Validation Loss: 0.6167578 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5005719 ---Validation accuracy:--- 0.7876 Validation Loss: 0.58694494 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4897284 ---Validation accuracy:--- 0.8336 Validation Loss: 0.5775454 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 1.0294396 ---Validation accuracy:--- 0.736 Validation Loss: 0.83408797 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 0.7765491 ---Validation accuracy:--- 0.73 Validation Loss: 0.7186781 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6858141 ---Validation accuracy:--- 0.7404 Validation Loss: 0.79156345 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.43277085 ---Validation accuracy:--- 0.8382 Validation Loss: 0.52290857 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.66223043 ---Validation accuracy:--- 0.7918 Validation Loss: 0.7080736 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.52877647 ---Validation accuracy:--- 0.806 Validation Loss: 0.6251128 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5987268 ---Validation accuracy:--- 0.826 Validation Loss: 0.5602258 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.39745998 ---Validation accuracy:--- 0.8528 Validation Loss: 0.50441766 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3093367 ---Validation accuracy:--- 0.8366 Validation Loss: 0.55177855 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.6130438 ---Validation accuracy:--- 0.846 Validation Loss: 0.55630887 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31299427 ---Validation accuracy:--- 0.83 Validation Loss: 0.53989744 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3371936 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5449142 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.55759245 ---Validation accuracy:--- 0.8434 Validation Loss: 0.5268172 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.49166846 ---Validation accuracy:--- 0.8186 Validation Loss: 0.5910134 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5039182 ---Validation accuracy:--- 0.8292 Validation Loss: 0.5802625 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.45903304 ---Validation accuracy:--- 0.8484 Validation Loss: 0.49688742 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38585317 ---Validation accuracy:--- 0.8644 Validation Loss: 0.46184316 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25296324 ---Validation accuracy:--- 0.8516 Validation Loss: 0.46212706 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.41187698 ---Validation accuracy:--- 0.8578 Validation Loss: 0.46328837 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24486424 ---Validation accuracy:--- 0.8548 Validation Loss: 0.47499678 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37842652 ---Validation accuracy:--- 0.8486 Validation Loss: 0.5067165 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.23536246 ---Validation accuracy:--- 0.863 Validation Loss: 0.47813585 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33179855 ---Validation accuracy:--- 0.8466 Validation Loss: 0.48977804 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.45786536 ---Validation accuracy:--- 0.852 Validation Loss: 0.4905788 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3305605 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48108125 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36682808 ---Validation accuracy:--- 0.8562 Validation Loss: 0.46340883 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.45365438 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48734048 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38491303 ---Validation accuracy:--- 0.8606 Validation Loss: 0.45646015 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.544358 ---Validation accuracy:--- 0.8188 Validation Loss: 0.5278503 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.330083 ---Validation accuracy:--- 0.8556 Validation Loss: 0.48224542 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3500445 ---Validation accuracy:--- 0.8556 Validation Loss: 0.4806348 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33706883 ---Validation accuracy:--- 0.8594 Validation Loss: 0.47011045 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40772575 ---Validation accuracy:--- 0.8588 Validation Loss: 0.47707525 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.53619933 ---Validation accuracy:--- 0.8498 Validation Loss: 0.50037426 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.37226105 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45630243 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3488776 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5054298 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31359786 ---Validation accuracy:--- 0.8534 Validation Loss: 0.4821855 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26621547 ---Validation accuracy:--- 0.8632 Validation Loss: 0.45762223 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.36084118 ---Validation accuracy:--- 0.8526 Validation Loss: 0.49895483 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.36609817 ---Validation accuracy:--- 0.865 Validation Loss: 0.45826113 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28605822 ---Validation accuracy:--- 0.8252 Validation Loss: 0.5820776 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.42890465 ---Validation accuracy:--- 0.817 Validation Loss: 0.6332086 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.347308 ---Validation accuracy:--- 0.8466 Validation Loss: 0.52703774 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.46739632 ---Validation accuracy:--- 0.8604 Validation Loss: 0.47108424 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45827675 ---Validation accuracy:--- 0.8528 Validation Loss: 0.5013319 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4042511 ---Validation accuracy:--- 0.8126 Validation Loss: 0.7254161 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.5209105 ---Validation accuracy:--- 0.7598 Validation Loss: 0.65069747 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.7355794 ---Validation accuracy:--- 0.8102 Validation Loss: 0.66002643 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.7955336 ---Validation accuracy:--- 0.754 Validation Loss: 0.81465507 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.43062207 ---Validation accuracy:--- 0.8376 Validation Loss: 0.5901043 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.44128692 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5959061 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.41811934 ---Validation accuracy:--- 0.8298 Validation Loss: 0.5591879 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23506416 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5170308 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37875244 ---Validation accuracy:--- 0.8562 Validation Loss: 0.49538213 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5841787 ---Validation accuracy:--- 0.8194 Validation Loss: 0.62443185 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32932007 ---Validation accuracy:--- 0.829 Validation Loss: 0.6103424 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4331823 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48145273 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.689896 ---Validation accuracy:--- 0.7836 Validation Loss: 0.6478765 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.38286513 ---Validation accuracy:--- 0.836 Validation Loss: 0.5582552 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4145979 ---Validation accuracy:--- 0.8308 Validation Loss: 0.56172955 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.61285555 ---Validation accuracy:--- 0.792 Validation Loss: 0.6699243 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40598136 ---Validation accuracy:--- 0.852 Validation Loss: 0.50112087 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4158459 ---Validation accuracy:--- 0.8562 Validation Loss: 0.5381653 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21191365 ---Validation accuracy:--- 0.8686 Validation Loss: 0.45834678 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35759372 ---Validation accuracy:--- 0.828 Validation Loss: 0.5328086 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.407471 ---Validation accuracy:--- 0.866 Validation Loss: 0.47818696 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3007565 ---Validation accuracy:--- 0.8616 Validation Loss: 0.48334667 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.4940424 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5278212 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23689671 ---Validation accuracy:--- 0.8526 Validation Loss: 0.48899478 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28121775 ---Validation accuracy:--- 0.8696 Validation Loss: 0.46678868 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.34108925 ---Validation accuracy:--- 0.8326 Validation Loss: 0.5643252 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.66832906 ---Validation accuracy:--- 0.8012 Validation Loss: 0.6580899 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.428413 ---Validation accuracy:--- 0.8444 Validation Loss: 0.59202147 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45372802 ---Validation accuracy:--- 0.8628 Validation Loss: 0.5153818 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3611604 ---Validation accuracy:--- 0.7996 Validation Loss: 0.58779377 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.35355216 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4774411 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33343753 ---Validation accuracy:--- 0.8546 Validation Loss: 0.49786338 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34809288 ---Validation accuracy:--- 0.8464 Validation Loss: 0.54640573 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3216941 ---Validation accuracy:--- 0.8542 Validation Loss: 0.52567565 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24951774 ---Validation accuracy:--- 0.8758 Validation Loss: 0.43906552 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4429708 ---Validation accuracy:--- 0.813 Validation Loss: 0.6024256 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.66865087 ---Validation accuracy:--- 0.7976 Validation Loss: 0.7317126 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3553074 ---Validation accuracy:--- 0.845 Validation Loss: 0.56864285 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.66012543 ---Validation accuracy:--- 0.7914 Validation Loss: 0.63201106 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38522255 ---Validation accuracy:--- 0.8632 Validation Loss: 0.49004903 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2836409 ---Validation accuracy:--- 0.87 Validation Loss: 0.47746465 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.58520937 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5927176 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.48748496 ---Validation accuracy:--- 0.802 Validation Loss: 0.6284316 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.59666365 ---Validation accuracy:--- 0.7746 Validation Loss: 0.938608 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.9465703 ---Validation accuracy:--- 0.659 Validation Loss: 0.97691345 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.70089704 ---Validation accuracy:--- 0.714 Validation Loss: 1.005284 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.7204222 ---Validation accuracy:--- 0.7394 Validation Loss: 0.8088679 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 1.0539408 ---Validation accuracy:--- 0.6744 Validation Loss: 1.2560377 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.83823633 ---Validation accuracy:--- 0.6268 Validation Loss: 0.91680694 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.79123354 ---Validation accuracy:--- 0.818 Validation Loss: 0.80939037 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.58338416 ---Validation accuracy:--- 0.7704 Validation Loss: 0.7464199 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5636463 ---Validation accuracy:--- 0.7364 Validation Loss: 0.75582373 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.58848494 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5639099 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.34102368 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5338894 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3388394 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5374427 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.447764 ---Validation accuracy:--- 0.8386 Validation Loss: 0.5728417 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33876333 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5481547 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23016378 ---Validation accuracy:--- 0.87 Validation Loss: 0.47678524 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5314424 ---Validation accuracy:--- 0.864 Validation Loss: 0.5247894 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.4011687 ---Validation accuracy:--- 0.8528 Validation Loss: 0.5223539 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37997678 ---Validation accuracy:--- 0.826 Validation Loss: 0.5470459 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.3756669 ---Validation accuracy:--- 0.8598 Validation Loss: 0.4964136 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33884114 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5180577 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.44483688 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5116741 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33971694 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5121838 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.4239627 ---Validation accuracy:--- 0.85 Validation Loss: 0.5156678 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4550959 ---Validation accuracy:--- 0.8514 Validation Loss: 0.55451506 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.54353887 ---Validation accuracy:--- 0.8294 Validation Loss: 0.6012744 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4370803 ---Validation accuracy:--- 0.8092 Validation Loss: 0.61888283 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4015003 ---Validation accuracy:--- 0.845 Validation Loss: 0.5485788 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35968566 ---Validation accuracy:--- 0.8546 Validation Loss: 0.52041554 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.37303793 ---Validation accuracy:--- 0.86 Validation Loss: 0.5026811 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.49165756 ---Validation accuracy:--- 0.8634 Validation Loss: 0.5255532 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33490375 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5098227 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.45109382 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5780028 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31091154 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5217152 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21226037 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4973059 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33867386 ---Validation accuracy:--- 0.8536 Validation Loss: 0.6158059 Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.6140599 ---Validation accuracy:--- 0.8128 Validation Loss: 0.6965372 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.655574 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6910833 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6530682 ---Validation accuracy:--- 0.7696 Validation Loss: 0.8070483 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.490534 ---Validation accuracy:--- 0.8344 Validation Loss: 0.5743015 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.49933028 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5917926 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37388265 ---Validation accuracy:--- 0.851 Validation Loss: 0.51329297 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5551808 ---Validation accuracy:--- 0.855 Validation Loss: 0.51853126 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28605205 ---Validation accuracy:--- 0.8312 Validation Loss: 0.59449226 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22992101 ---Validation accuracy:--- 0.863 Validation Loss: 0.48580128 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.43831673 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5633578 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32990962 ---Validation accuracy:--- 0.7994 Validation Loss: 0.5869217 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5278207 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6173659 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5786121 ---Validation accuracy:--- 0.8552 Validation Loss: 0.53835946 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.49227494 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6037367 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.7066594 ---Validation accuracy:--- 0.7244 Validation Loss: 0.8686247 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.52961516 ---Validation accuracy:--- 0.817 Validation Loss: 0.6460734 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39800033 ---Validation accuracy:--- 0.8438 Validation Loss: 0.55290335 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.44155258 ---Validation accuracy:--- 0.852 Validation Loss: 0.49091464 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3509 ---Validation accuracy:--- 0.8508 Validation Loss: 0.509255 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.59080786 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5979798 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.61814356 ---Validation accuracy:--- 0.7626 Validation Loss: 0.70299053 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.47977218 ---Validation accuracy:--- 0.7808 Validation Loss: 0.6247546 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.40398657 ---Validation accuracy:--- 0.8258 Validation Loss: 0.59685165 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.51811594 ---Validation accuracy:--- 0.8552 Validation Loss: 0.57580537 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45672372 ---Validation accuracy:--- 0.83 Validation Loss: 0.55249023 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.524208 ---Validation accuracy:--- 0.8324 Validation Loss: 0.56997234 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5694639 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48455888 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.43385163 ---Validation accuracy:--- 0.8666 Validation Loss: 0.48479483 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.53653663 ---Validation accuracy:--- 0.8312 Validation Loss: 0.61919266 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39739308 ---Validation accuracy:--- 0.8532 Validation Loss: 0.51212966 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4391998 ---Validation accuracy:--- 0.847 Validation Loss: 0.5210129 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31769466 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45620537 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3182769 ---Validation accuracy:--- 0.8702 Validation Loss: 0.44836742 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32784104 ---Validation accuracy:--- 0.8714 Validation Loss: 0.45321134 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25537476 ---Validation accuracy:--- 0.8626 Validation Loss: 0.4613665 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31880772 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4612588 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.31679192 ---Validation accuracy:--- 0.8598 Validation Loss: 0.5072209 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37499106 ---Validation accuracy:--- 0.862 Validation Loss: 0.4707644 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4351319 ---Validation accuracy:--- 0.8532 Validation Loss: 0.51201767 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47739533 ---Validation accuracy:--- 0.8712 Validation Loss: 0.47356728 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3377113 ---Validation accuracy:--- 0.8684 Validation Loss: 0.48599854 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32135695 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5058354 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28339574 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5046646 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36275437 ---Validation accuracy:--- 0.8436 Validation Loss: 0.527871 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.46533135 ---Validation accuracy:--- 0.838 Validation Loss: 0.66071606 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5222682 ---Validation accuracy:--- 0.8372 Validation Loss: 0.615659 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.49189064 ---Validation accuracy:--- 0.7972 Validation Loss: 0.58088595 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.42489487 ---Validation accuracy:--- 0.8562 Validation Loss: 0.51542276 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.49021938 ---Validation accuracy:--- 0.8634 Validation Loss: 0.47161198 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46171626 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5205799 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.3751793 ---Validation accuracy:--- 0.8708 Validation Loss: 0.45658398 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2426117 ---Validation accuracy:--- 0.8534 Validation Loss: 0.47710204 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37860915 ---Validation accuracy:--- 0.8528 Validation Loss: 0.52484596 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40701923 ---Validation accuracy:--- 0.839 Validation Loss: 0.5333174 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31026065 ---Validation accuracy:--- 0.875 Validation Loss: 0.45904747 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35884967 ---Validation accuracy:--- 0.8696 Validation Loss: 0.47957724 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31203675 ---Validation accuracy:--- 0.8772 Validation Loss: 0.44697896 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.34849593 ---Validation accuracy:--- 0.8522 Validation Loss: 0.52687687 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20136715 ---Validation accuracy:--- 0.8776 Validation Loss: 0.44378945 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47191745 ---Validation accuracy:--- 0.8312 Validation Loss: 0.58565915 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5849712 ---Validation accuracy:--- 0.7852 Validation Loss: 0.7851931 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.74908096 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6853229 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4372134 ---Validation accuracy:--- 0.8008 Validation Loss: 0.58449596 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.69601417 ---Validation accuracy:--- 0.7922 Validation Loss: 0.67092294 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.530379 ---Validation accuracy:--- 0.8122 Validation Loss: 0.6368535 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.40111053 ---Validation accuracy:--- 0.8662 Validation Loss: 0.4835247 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.6086077 ---Validation accuracy:--- 0.8618 Validation Loss: 0.48391163 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3439247 ---Validation accuracy:--- 0.8702 Validation Loss: 0.46387637 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.4056327 ---Validation accuracy:--- 0.8448 Validation Loss: 0.49557656 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4046228 ---Validation accuracy:--- 0.8676 Validation Loss: 0.48966694 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.42411822 ---Validation accuracy:--- 0.8614 Validation Loss: 0.49665356 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45975345 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5858936 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.53199595 ---Validation accuracy:--- 0.858 Validation Loss: 0.5061045 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3636705 ---Validation accuracy:--- 0.866 Validation Loss: 0.4439575 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4018989 ---Validation accuracy:--- 0.87 Validation Loss: 0.4535582 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35976943 ---Validation accuracy:--- 0.8612 Validation Loss: 0.47993106 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34142792 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4584154 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3418499 ---Validation accuracy:--- 0.868 Validation Loss: 0.47083008 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.47249058 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5098713 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.419507 ---Validation accuracy:--- 0.864 Validation Loss: 0.50113183 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3457233 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5696038 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.61833173 ---Validation accuracy:--- 0.8132 Validation Loss: 0.64621127 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37716046 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5616732 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.32225007 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5175105 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45869544 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5142469 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5820462 ---Validation accuracy:--- 0.7846 Validation Loss: 0.71807116 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.43094414 ---Validation accuracy:--- 0.8674 Validation Loss: 0.5061393 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.49790412 ---Validation accuracy:--- 0.8582 Validation Loss: 0.5136218 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3812436 ---Validation accuracy:--- 0.8516 Validation Loss: 0.53436726 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.36777267 ---Validation accuracy:--- 0.8746 Validation Loss: 0.45601285 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33378905 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4960123 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3270294 ---Validation accuracy:--- 0.8774 Validation Loss: 0.43634483 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39905876 ---Validation accuracy:--- 0.8648 Validation Loss: 0.47149053 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3180692 ---Validation accuracy:--- 0.8776 Validation Loss: 0.43467182 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25354713 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44956046 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4214882 ---Validation accuracy:--- 0.8372 Validation Loss: 0.515336 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38250473 ---Validation accuracy:--- 0.863 Validation Loss: 0.48259893 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25780421 ---Validation accuracy:--- 0.8754 Validation Loss: 0.43435606 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18367188 ---Validation accuracy:--- 0.869 Validation Loss: 0.44595653 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33128503 ---Validation accuracy:--- 0.873 Validation Loss: 0.46213317 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40275025 ---Validation accuracy:--- 0.8576 Validation Loss: 0.49074146 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46190917 ---Validation accuracy:--- 0.8472 Validation Loss: 0.5293913 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.70209646 ---Validation accuracy:--- 0.8032 Validation Loss: 0.6026898 Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.50125647 ---Validation accuracy:--- 0.8114 Validation Loss: 0.5964476 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.48453164 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5021734 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24277222 ---Validation accuracy:--- 0.8678 Validation Loss: 0.47329056 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39357072 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41450068 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.408938 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43031162 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3831504 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40707144 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22537258 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40689135 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6266785 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5111205 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32277688 ---Validation accuracy:--- 0.8606 Validation Loss: 0.49747306 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.51945627 ---Validation accuracy:--- 0.8152 Validation Loss: 0.55472636 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.46821317 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48276034 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27202153 ---Validation accuracy:--- 0.8624 Validation Loss: 0.48696962 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26748788 ---Validation accuracy:--- 0.8668 Validation Loss: 0.46188828 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31014356 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4555002 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3966341 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44925937 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3905648 ---Validation accuracy:--- 0.8556 Validation Loss: 0.471788 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4630524 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4682731 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23578124 ---Validation accuracy:--- 0.868 Validation Loss: 0.45384833 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3266753 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46656388 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.34485406 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44340083 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29266733 ---Validation accuracy:--- 0.8808 Validation Loss: 0.43125147 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.44242087 ---Validation accuracy:--- 0.8794 Validation Loss: 0.46246788 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4251713 ---Validation accuracy:--- 0.8102 Validation Loss: 0.6026935 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.5312592 ---Validation accuracy:--- 0.788 Validation Loss: 0.57420665 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.34436992 ---Validation accuracy:--- 0.8666 Validation Loss: 0.50207627 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.42839554 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42618912 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32511932 ---Validation accuracy:--- 0.879 Validation Loss: 0.44045204 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3819994 ---Validation accuracy:--- 0.866 Validation Loss: 0.46688575 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3244359 ---Validation accuracy:--- 0.8366 Validation Loss: 0.602545 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.35459122 ---Validation accuracy:--- 0.857 Validation Loss: 0.47558838 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45892775 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5028514 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.34964818 ---Validation accuracy:--- 0.882 Validation Loss: 0.44177216 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22117569 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4355711 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31870854 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4341414 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.313004 ---Validation accuracy:--- 0.866 Validation Loss: 0.4571398 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29330257 ---Validation accuracy:--- 0.872 Validation Loss: 0.44643277 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5310897 ---Validation accuracy:--- 0.8626 Validation Loss: 0.49316025 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28667477 ---Validation accuracy:--- 0.8568 Validation Loss: 0.5204724 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31313175 ---Validation accuracy:--- 0.8412 Validation Loss: 0.5346872 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.84795135 ---Validation accuracy:--- 0.724 Validation Loss: 0.95392156 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.71762717 ---Validation accuracy:--- 0.7136 Validation Loss: 0.8421154 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.75661796 ---Validation accuracy:--- 0.7166 Validation Loss: 0.76201606 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.93303466 ---Validation accuracy:--- 0.6966 Validation Loss: 1.0169157 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.6259515 ---Validation accuracy:--- 0.7684 Validation Loss: 0.62567234 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33524144 ---Validation accuracy:--- 0.862 Validation Loss: 0.56213945 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.4689823 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48457685 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.43017602 ---Validation accuracy:--- 0.8052 Validation Loss: 0.64353585 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.80146086 ---Validation accuracy:--- 0.8158 Validation Loss: 0.6483494 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.39588988 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5496958 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.37170395 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5060635 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.51128435 ---Validation accuracy:--- 0.863 Validation Loss: 0.5077742 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23382676 ---Validation accuracy:--- 0.8706 Validation Loss: 0.47915235 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.41287446 ---Validation accuracy:--- 0.8468 Validation Loss: 0.52192277 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.44571435 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5120552 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29618534 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5312034 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.45029786 ---Validation accuracy:--- 0.8392 Validation Loss: 0.5258616 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3560254 ---Validation accuracy:--- 0.8642 Validation Loss: 0.47901398 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34957206 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5036079 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39592597 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5591994 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19441995 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5612222 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3224389 ---Validation accuracy:--- 0.8596 Validation Loss: 0.49096403 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4330194 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4831627 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.56875914 ---Validation accuracy:--- 0.7996 Validation Loss: 0.733014 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.64317644 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6580726 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39912933 ---Validation accuracy:--- 0.862 Validation Loss: 0.49116495 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.32747298 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49336466 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32017562 ---Validation accuracy:--- 0.865 Validation Loss: 0.50085354 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6476506 ---Validation accuracy:--- 0.7944 Validation Loss: 0.62205225 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39810914 ---Validation accuracy:--- 0.84 Validation Loss: 0.55760664 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.56477785 ---Validation accuracy:--- 0.8396 Validation Loss: 0.5523264 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39944142 ---Validation accuracy:--- 0.8596 Validation Loss: 0.48807904 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21200603 ---Validation accuracy:--- 0.8558 Validation Loss: 0.5010995 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5036799 ---Validation accuracy:--- 0.8382 Validation Loss: 0.5527417 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45854267 ---Validation accuracy:--- 0.836 Validation Loss: 0.56560695 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4119397 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5398328 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.33517152 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4861043 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47473708 ---Validation accuracy:--- 0.8598 Validation Loss: 0.5078335 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4491535 ---Validation accuracy:--- 0.872 Validation Loss: 0.46433502 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40599442 ---Validation accuracy:--- 0.8592 Validation Loss: 0.49415946 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.47327903 ---Validation accuracy:--- 0.8708 Validation Loss: 0.47752607 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5472587 ---Validation accuracy:--- 0.879 Validation Loss: 0.4764207 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33183536 ---Validation accuracy:--- 0.883 Validation Loss: 0.42565826 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.3579235 ---Validation accuracy:--- 0.8826 Validation Loss: 0.43660957 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.46620762 ---Validation accuracy:--- 0.882 Validation Loss: 0.44148022 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.34277165 ---Validation accuracy:--- 0.869 Validation Loss: 0.46058652 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4645861 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5135085 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4510916 ---Validation accuracy:--- 0.8556 Validation Loss: 0.50357884 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37262484 ---Validation accuracy:--- 0.8856 Validation Loss: 0.44104496 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3025766 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4398687 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31058818 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42996857 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38670245 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42334205 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3379425 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43383622 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4907447 ---Validation accuracy:--- 0.8446 Validation Loss: 0.50065297 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29305512 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43691307 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.177841 ---Validation accuracy:--- 0.8702 Validation Loss: 0.47483402 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.54249257 ---Validation accuracy:--- 0.8804 Validation Loss: 0.45529458 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.33533353 ---Validation accuracy:--- 0.871 Validation Loss: 0.465446 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.34117955 ---Validation accuracy:--- 0.873 Validation Loss: 0.4884792 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3163363 ---Validation accuracy:--- 0.8598 Validation Loss: 0.49317667 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34011436 ---Validation accuracy:--- 0.85 Validation Loss: 0.514275 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4443393 ---Validation accuracy:--- 0.8662 Validation Loss: 0.46896026 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5456919 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45686918 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25930822 ---Validation accuracy:--- 0.8608 Validation Loss: 0.48132008 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.44626015 ---Validation accuracy:--- 0.882 Validation Loss: 0.44934267 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27302393 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40903223 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17716102 ---Validation accuracy:--- 0.8846 Validation Loss: 0.418425 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39954627 ---Validation accuracy:--- 0.873 Validation Loss: 0.4444782 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21096148 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43986514 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.44572833 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43976763 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2974776 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44864044 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25481233 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41257724 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35621634 ---Validation accuracy:--- 0.8672 Validation Loss: 0.49874282 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30837768 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4275333 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5128741 ---Validation accuracy:--- 0.8652 Validation Loss: 0.46318156 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.5132433 ---Validation accuracy:--- 0.7982 Validation Loss: 0.5729959 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41298842 ---Validation accuracy:--- 0.8346 Validation Loss: 0.57917345 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.441247 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4675072 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36125427 ---Validation accuracy:--- 0.86 Validation Loss: 0.48874542 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45822567 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4679545 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.37789384 ---Validation accuracy:--- 0.8612 Validation Loss: 0.465663 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38508615 ---Validation accuracy:--- 0.884 Validation Loss: 0.44748735 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.394012 ---Validation accuracy:--- 0.8572 Validation Loss: 0.47745898 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30119255 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41208974 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24967332 ---Validation accuracy:--- 0.8824 Validation Loss: 0.41775 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.44632095 ---Validation accuracy:--- 0.8632 Validation Loss: 0.49395654 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.267588 ---Validation accuracy:--- 0.8746 Validation Loss: 0.44801098 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35907632 ---Validation accuracy:--- 0.8632 Validation Loss: 0.454266 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.48834485 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44348985 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36564624 ---Validation accuracy:--- 0.8694 Validation 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Validation Loss: 0.4547767 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.29820195 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40191656 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20892043 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44091818 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24348827 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3903835 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25468886 ---Validation accuracy:--- 0.8858 Validation Loss: 0.43836612 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20336176 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38595837 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13801372 ---Validation accuracy:--- 0.8816 Validation Loss: 0.4378043 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.403753 ---Validation accuracy:--- 0.888 Validation Loss: 0.4044366 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35831952 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5312085 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25351375 ---Validation accuracy:--- 0.883 Validation Loss: 0.43714878 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29448086 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44561026 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4142801 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4063518 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2606999 ---Validation accuracy:--- 0.8796 Validation Loss: 0.43661255 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3206859 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40313575 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39942157 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41288993 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5468548 ---Validation accuracy:--- 0.824 Validation Loss: 0.65930104 Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2095296 ---Validation accuracy:--- 0.7162 Validation Loss: 0.9962559 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9911234 ---Validation accuracy:--- 0.7046 Validation Loss: 1.0041907 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.51968277 ---Validation accuracy:--- 0.8178 Validation Loss: 0.60702556 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41195267 ---Validation accuracy:--- 0.8382 Validation Loss: 0.5170704 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.701573 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4956705 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28163496 ---Validation accuracy:--- 0.8744 Validation Loss: 0.45502597 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3741098 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4490877 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.43380317 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5187126 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47139144 ---Validation accuracy:--- 0.836 Validation Loss: 0.5488534 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45520505 ---Validation accuracy:--- 0.885 Validation Loss: 0.42065963 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3274453 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4035861 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37670594 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44246748 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4049677 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4524065 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3472895 ---Validation accuracy:--- 0.8744 Validation Loss: 0.43677938 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.45603928 ---Validation accuracy:--- 0.8808 Validation Loss: 0.4245684 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3010376 ---Validation accuracy:--- 0.8534 Validation Loss: 0.48198047 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45443657 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4840839 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33045524 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4474959 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.52417654 ---Validation accuracy:--- 0.8594 Validation Loss: 0.4813999 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.325214 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5216531 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6048755 ---Validation accuracy:--- 0.7936 Validation Loss: 0.62338835 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3668205 ---Validation accuracy:--- 0.8494 Validation Loss: 0.55974305 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5416021 ---Validation accuracy:--- 0.8602 Validation Loss: 0.53049207 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26000318 ---Validation accuracy:--- 0.875 Validation Loss: 0.46111265 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.42942935 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4336141 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23639105 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41756406 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31064442 ---Validation accuracy:--- 0.8712 Validation Loss: 0.45871308 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4175577 ---Validation accuracy:--- 0.881 Validation Loss: 0.43686348 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39566475 ---Validation accuracy:--- 0.878 Validation Loss: 0.45147598 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33998513 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4963184 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3345367 ---Validation accuracy:--- 0.8808 Validation Loss: 0.4511406 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36739197 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40303594 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21542016 ---Validation accuracy:--- 0.887 Validation Loss: 0.39911455 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.48526448 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41872677 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39049676 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41839755 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.42290658 ---Validation accuracy:--- 0.8652 Validation Loss: 0.46085995 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.30445474 ---Validation accuracy:--- 0.885 Validation Loss: 0.4313811 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.37904465 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42365727 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.50911367 ---Validation accuracy:--- 0.858 Validation Loss: 0.4990918 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2953533 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4201625 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28709257 ---Validation accuracy:--- 0.883 Validation Loss: 0.41251305 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24092111 ---Validation accuracy:--- 0.884 Validation Loss: 0.40008438 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23610878 ---Validation accuracy:--- 0.881 Validation Loss: 0.41815865 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37991184 ---Validation accuracy:--- 0.851 Validation Loss: 0.49730897 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.30277237 ---Validation accuracy:--- 0.8408 Validation Loss: 0.4800548 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.36331642 ---Validation accuracy:--- 0.8872 Validation Loss: 0.38603905 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.3136534 ---Validation accuracy:--- 0.8588 Validation Loss: 0.4881397 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12444391 ---Validation accuracy:--- 0.8744 Validation Loss: 0.40076122 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.46443516 ---Validation accuracy:--- 0.8586 Validation Loss: 0.4445114 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.5045318 ---Validation accuracy:--- 0.8832 Validation Loss: 0.41111544 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33726647 ---Validation accuracy:--- 0.8264 Validation Loss: 0.651442 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3689739 ---Validation accuracy:--- 0.8826 Validation Loss: 0.43197548 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.48019636 ---Validation accuracy:--- 0.8758 Validation Loss: 0.41360435 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.47743338 ---Validation accuracy:--- 0.8642 Validation Loss: 0.4711832 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3353429 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42613214 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.35770753 ---Validation accuracy:--- 0.8672 Validation Loss: 0.43906084 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33797744 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42666718 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.26613194 ---Validation accuracy:--- 0.8824 Validation Loss: 0.40651324 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22565003 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41995907 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2556488 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40022153 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3371391 ---Validation accuracy:--- 0.88 Validation Loss: 0.4090801 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40741006 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42171505 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.34859237 ---Validation accuracy:--- 0.8698 Validation Loss: 0.44546992 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33253196 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42784527 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.50499845 ---Validation accuracy:--- 0.853 Validation Loss: 0.52476346 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.585785 ---Validation accuracy:--- 0.8406 Validation Loss: 0.56145304 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6143959 ---Validation accuracy:--- 0.8186 Validation Loss: 0.575432 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 0.8577827 ---Validation accuracy:--- 0.744 Validation Loss: 0.7546048 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35052168 ---Validation accuracy:--- 0.8874 Validation Loss: 0.41340625 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2029848 ---Validation accuracy:--- 0.8882 Validation Loss: 0.40849555 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.4610659 ---Validation accuracy:--- 0.8742 Validation Loss: 0.44324318 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22095658 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40171203 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1811744 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40121138 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28249493 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4694646 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2574275 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4499648 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.59841204 ---Validation accuracy:--- 0.8258 Validation Loss: 0.6501965 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.31314504 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4800891 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.47689113 ---Validation accuracy:--- 0.855 Validation Loss: 0.53393 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.47211215 ---Validation accuracy:--- 0.8872 Validation Loss: 0.45109904 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32399276 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41924033 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27934492 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4419999 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41659194 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4200128 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23968998 ---Validation accuracy:--- 0.883 Validation Loss: 0.42785722 Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34559083 ---Validation accuracy:--- 0.885 Validation Loss: 0.40548754 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6551579 ---Validation accuracy:--- 0.8392 Validation Loss: 0.54197246 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5131319 ---Validation accuracy:--- 0.838 Validation Loss: 0.5161613 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37705934 ---Validation accuracy:--- 0.8836 Validation Loss: 0.40225562 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4388101 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4385155 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26943257 ---Validation accuracy:--- 0.8668 Validation Loss: 0.44590616 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22149856 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39094144 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45225585 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4168598 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4749903 ---Validation accuracy:--- 0.884 Validation Loss: 0.4596414 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4458651 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41415292 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23585106 ---Validation accuracy:--- 0.8842 Validation Loss: 0.42086744 Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6123551 ---Validation accuracy:--- 0.782 Validation Loss: 0.73679435 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40056598 ---Validation accuracy:--- 0.8136 Validation Loss: 0.56252694 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.36401692 ---Validation accuracy:--- 0.845 Validation Loss: 0.46850234 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.38225067 ---Validation accuracy:--- 0.8626 Validation Loss: 0.48363104 Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4416439 ---Validation accuracy:--- 0.8668 Validation Loss: 0.44897187 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4203231 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42550904 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23199801 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43061242 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.35087073 ---Validation accuracy:--- 0.8714 Validation Loss: 0.454953 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33240092 ---Validation accuracy:--- 0.8576 Validation Loss: 0.5232813 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.28629094 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45617843 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27843302 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4361414 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37612918 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41463673 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.5598397 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6026776 Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.55381376 ---Validation accuracy:--- 0.7586 Validation Loss: 0.9883969 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4856466 ---Validation accuracy:--- 0.8686 Validation Loss: 0.55906564 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23041786 ---Validation accuracy:--- 0.877 Validation Loss: 0.4563086 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5607534 ---Validation accuracy:--- 0.8394 Validation Loss: 0.6013538 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.35211822 ---Validation accuracy:--- 0.8734 Validation Loss: 0.49417758 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.4541156 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5201195 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4456201 ---Validation accuracy:--- 0.8634 Validation Loss: 0.50839317 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39372727 ---Validation accuracy:--- 0.8732 Validation Loss: 0.452372 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39134437 ---Validation accuracy:--- 0.888 Validation Loss: 0.4155991 Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.61788976 ---Validation accuracy:--- 0.8188 Validation Loss: 0.56754065 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.5008257 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4616754 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24736466 ---Validation accuracy:--- 0.886 Validation Loss: 0.4215338 Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.516382 ---Validation accuracy:--- 0.8546 Validation Loss: 0.49909237 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33358756 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4404706 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38169926 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4318134 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2676828 ---Validation accuracy:--- 0.884 Validation Loss: 0.43630478 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.49772042 ---Validation accuracy:--- 0.8704 Validation Loss: 0.46379718 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27489474 ---Validation accuracy:--- 0.891 Validation Loss: 0.4172254 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11962478 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40618062 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.28819716 ---Validation accuracy:--- 0.8952 Validation Loss: 0.401608 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23550768 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4101542 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25328663 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42588618 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.44956824 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41301903 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.50401497 ---Validation accuracy:--- 0.8554 Validation Loss: 0.54502326 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18618298 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40251508 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32698077 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40032473 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.5236515 ---Validation accuracy:--- 0.8654 Validation Loss: 0.47449204 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4401232 ---Validation accuracy:--- 0.8512 Validation Loss: 0.50583845 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24336398 ---Validation accuracy:--- 0.87 Validation Loss: 0.45263144 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33281377 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4147669 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21599993 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39622307 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26203227 ---Validation accuracy:--- 0.8536 Validation Loss: 0.49844298 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3607051 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6272133 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24630873 ---Validation accuracy:--- 0.8382 Validation Loss: 0.53823644 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.342713 ---Validation accuracy:--- 0.8842 Validation Loss: 0.41629434 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2714895 ---Validation accuracy:--- 0.8864 Validation Loss: 0.413153 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22203696 ---Validation accuracy:--- 0.889 Validation Loss: 0.4289853 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31706357 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43873897 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33496734 ---Validation accuracy:--- 0.8724 Validation Loss: 0.46754903 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5526767 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44679913 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.64465463 ---Validation accuracy:--- 0.876 Validation Loss: 0.4560638 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.41939187 ---Validation accuracy:--- 0.8836 Validation Loss: 0.44968536 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33732727 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4430975 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2839157 ---Validation accuracy:--- 0.8848 Validation Loss: 0.44420516 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19465795 ---Validation accuracy:--- 0.8772 Validation Loss: 0.44744474 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45489135 ---Validation accuracy:--- 0.8736 Validation Loss: 0.44215512 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.33451903 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4643546 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31541732 ---Validation accuracy:--- 0.8778 Validation Loss: 0.43214116 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.41468632 ---Validation accuracy:--- 0.88 Validation Loss: 0.45102397 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.38920516 ---Validation accuracy:--- 0.883 Validation Loss: 0.42077374 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.37450546 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4071442 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3077093 ---Validation accuracy:--- 0.8778 Validation Loss: 0.427463 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36586684 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39880842 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.339916 ---Validation accuracy:--- 0.8734 Validation Loss: 0.4435521 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.55132556 ---Validation accuracy:--- 0.8666 Validation Loss: 0.4572003 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.36501125 ---Validation accuracy:--- 0.8592 Validation Loss: 0.4689045 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4345704 ---Validation accuracy:--- 0.8626 Validation Loss: 0.4681813 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30594158 ---Validation accuracy:--- 0.8638 Validation Loss: 0.46749088 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4530487 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44897035 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.4467353 ---Validation accuracy:--- 0.8396 Validation Loss: 0.5330126 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.4133199 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3941346 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.48571053 ---Validation accuracy:--- 0.8234 Validation Loss: 0.609232 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.80466676 ---Validation accuracy:--- 0.7278 Validation Loss: 0.95006776 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.4968379 ---Validation accuracy:--- 0.8252 Validation Loss: 0.55158055 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.51442814 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5387353 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.362289 ---Validation accuracy:--- 0.8794 Validation Loss: 0.46886823 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25413522 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47253546 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.35685748 ---Validation accuracy:--- 0.8126 Validation Loss: 0.53091365 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24191622 ---Validation accuracy:--- 0.849 Validation Loss: 0.48241308 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26597312 ---Validation accuracy:--- 0.8616 Validation Loss: 0.47232306 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45012257 ---Validation accuracy:--- 0.8382 Validation Loss: 0.6092736 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.83683985 ---Validation accuracy:--- 0.7978 Validation Loss: 0.7365192 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.45523643 ---Validation accuracy:--- 0.8364 Validation Loss: 0.55119497 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.31966037 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41173202 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13952562 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43134752 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.2685596 ---Validation accuracy:--- 0.8544 Validation Loss: 0.48465624 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.39637578 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43325254 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.66554475 ---Validation accuracy:--- 0.8172 Validation Loss: 0.632861 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36963287 ---Validation accuracy:--- 0.8718 Validation Loss: 0.49955097 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23205908 ---Validation accuracy:--- 0.8786 Validation Loss: 0.44634902 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3325436 ---Validation accuracy:--- 0.8328 Validation Loss: 0.56640536 Epoch: 3 ---Training accuracy:--- 0.66 Training Loss: 1.0669167 ---Validation accuracy:--- 0.7204 Validation Loss: 0.9036789 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.516837 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44612736 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3473606 ---Validation accuracy:--- 0.8744 Validation Loss: 0.46429062 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3331195 ---Validation accuracy:--- 0.876 Validation Loss: 0.43551514 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31858268 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40349072 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16760269 ---Validation accuracy:--- 0.8864 Validation Loss: 0.39970797 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.32147765 ---Validation accuracy:--- 0.8836 Validation Loss: 0.43635416 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.282256 ---Validation accuracy:--- 0.8564 Validation Loss: 0.50433093 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24382046 ---Validation accuracy:--- 0.841 Validation Loss: 0.5550438 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19664292 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4047333 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3218544 ---Validation accuracy:--- 0.889 Validation Loss: 0.4157956 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34835824 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42507383 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25246048 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4234952 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.37853864 ---Validation accuracy:--- 0.8642 Validation Loss: 0.61351717 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.24475963 ---Validation accuracy:--- 0.8644 Validation Loss: 0.6360267 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.34294915 ---Validation accuracy:--- 0.8766 Validation Loss: 0.46499136 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.35289642 ---Validation accuracy:--- 0.8852 Validation Loss: 0.42486364 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.49933144 ---Validation accuracy:--- 0.7814 Validation Loss: 0.5967595 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.48387298 ---Validation accuracy:--- 0.824 Validation Loss: 0.61496025 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.419952 ---Validation accuracy:--- 0.8632 Validation Loss: 0.5484499 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40132472 ---Validation accuracy:--- 0.8842 Validation Loss: 0.48798344 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2555399 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4320105 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34392062 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41781953 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27984688 ---Validation accuracy:--- 0.8642 Validation Loss: 0.47527045 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5124237 ---Validation accuracy:--- 0.8396 Validation Loss: 0.52299696 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2647202 ---Validation accuracy:--- 0.8764 Validation Loss: 0.45133302 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4691869 ---Validation accuracy:--- 0.8598 Validation Loss: 0.45858136 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6004776 ---Validation accuracy:--- 0.8526 Validation Loss: 0.489129 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3598044 ---Validation accuracy:--- 0.8824 Validation Loss: 0.41548055 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25465935 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41586816 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3447984 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3894159 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27585575 ---Validation accuracy:--- 0.8722 Validation Loss: 0.46226138 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26506624 ---Validation accuracy:--- 0.8824 Validation Loss: 0.45850894 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.44285473 ---Validation accuracy:--- 0.8878 Validation Loss: 0.43382704 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24847168 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38829452 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.49355757 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43441352 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31360584 ---Validation accuracy:--- 0.896 Validation Loss: 0.40163106 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2026408 ---Validation accuracy:--- 0.891 Validation Loss: 0.39846498 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2614596 ---Validation accuracy:--- 0.8798 Validation Loss: 0.44284502 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3369797 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42580616 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30860892 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43027744 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22782823 ---Validation accuracy:--- 0.872 Validation Loss: 0.4416249 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20070565 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39844754 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32972297 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40087515 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21057849 ---Validation accuracy:--- 0.8936 Validation Loss: 0.41968724 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28358823 ---Validation accuracy:--- 0.8936 Validation Loss: 0.43949273 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2703748 ---Validation accuracy:--- 0.8842 Validation Loss: 0.42814097 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.36494672 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44171846 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27306503 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43839726 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24397926 ---Validation accuracy:--- 0.8778 Validation Loss: 0.44086373 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.35348883 ---Validation accuracy:--- 0.8552 Validation Loss: 0.49985468 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.55190516 ---Validation accuracy:--- 0.8174 Validation Loss: 0.56967473 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.42057854 ---Validation accuracy:--- 0.8574 Validation Loss: 0.5021278 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.40920362 ---Validation accuracy:--- 0.8782 Validation Loss: 0.44336647 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23402256 ---Validation accuracy:--- 0.878 Validation Loss: 0.4263308 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32807338 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42921147 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22465698 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4237648 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.342323 ---Validation accuracy:--- 0.8898 Validation Loss: 0.40027812 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2521729 ---Validation accuracy:--- 0.8852 Validation Loss: 0.39719686 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25534478 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3985302 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3261348 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4218965 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28600505 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44589403 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.36317077 ---Validation accuracy:--- 0.8908 Validation Loss: 0.40239248 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.37419385 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39393917 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18730922 ---Validation accuracy:--- 0.892 Validation Loss: 0.39500433 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.55911225 ---Validation accuracy:--- 0.86 Validation Loss: 0.4671938 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3757308 ---Validation accuracy:--- 0.8872 Validation Loss: 0.40437043 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.53801924 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4245477 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34545192 ---Validation accuracy:--- 0.8624 Validation Loss: 0.48395294 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38353842 ---Validation accuracy:--- 0.8604 Validation Loss: 0.47270575 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.8017618 ---Validation accuracy:--- 0.7654 Validation Loss: 0.8203188 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5466606 ---Validation accuracy:--- 0.8438 Validation Loss: 0.5536584 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27344167 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4317285 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20599122 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40114716 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41543016 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5113047 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.5364219 ---Validation accuracy:--- 0.8578 Validation Loss: 0.4750006 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23652878 ---Validation accuracy:--- 0.881 Validation Loss: 0.4550788 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.42611358 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40603876 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28430942 ---Validation accuracy:--- 0.865 Validation Loss: 0.44967788 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32496408 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4604844 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28064665 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4852167 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.43064198 ---Validation accuracy:--- 0.883 Validation Loss: 0.4812269 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38072273 ---Validation accuracy:--- 0.8678 Validation Loss: 0.45318487 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32809258 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4212833 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23961674 ---Validation accuracy:--- 0.8736 Validation Loss: 0.45974874 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25928986 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4054315 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41437244 ---Validation accuracy:--- 0.8814 Validation Loss: 0.42296806 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3863417 ---Validation accuracy:--- 0.892 Validation Loss: 0.38984692 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19717999 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39193726 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29942366 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48538944 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2578494 ---Validation accuracy:--- 0.872 Validation Loss: 0.43590507 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2715768 ---Validation accuracy:--- 0.8752 Validation Loss: 0.42525536 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22650276 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40153134 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21237248 ---Validation accuracy:--- 0.8912 Validation Loss: 0.4046291 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.34649673 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4109672 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4034121 ---Validation accuracy:--- 0.8664 Validation Loss: 0.48168075 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5210883 ---Validation accuracy:--- 0.8444 Validation Loss: 0.53082937 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.48419625 ---Validation accuracy:--- 0.8652 Validation Loss: 0.49065536 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.46268657 ---Validation accuracy:--- 0.88 Validation Loss: 0.41582462 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4132257 ---Validation accuracy:--- 0.8688 Validation Loss: 0.52135557 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8897463 ---Validation accuracy:--- 0.8192 Validation Loss: 0.6534968 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38549972 ---Validation accuracy:--- 0.8638 Validation Loss: 0.5070005 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4562109 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47343594 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2739077 ---Validation accuracy:--- 0.889 Validation Loss: 0.41951552 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3631431 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4519416 Epoch: 3 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Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.35627463 ---Validation accuracy:--- 0.8988 Validation Loss: 0.40152726 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38627893 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4601842 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2635876 ---Validation accuracy:--- 0.882 Validation Loss: 0.4179423 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.61309135 ---Validation accuracy:--- 0.889 Validation Loss: 0.42015478 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21318649 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40168774 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35749376 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4398728 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38893947 ---Validation accuracy:--- 0.8824 Validation Loss: 0.43402335 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.49950284 ---Validation accuracy:--- 0.8204 Validation Loss: 0.57603073 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31474695 ---Validation accuracy:--- 0.8378 Validation Loss: 0.54539436 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6017566 ---Validation accuracy:--- 0.8336 Validation Loss: 0.59013075 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2905137 ---Validation accuracy:--- 0.89 Validation Loss: 0.4105802 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28293824 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4459787 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23757362 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40487316 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4740786 ---Validation accuracy:--- 0.86 Validation Loss: 0.47027114 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.340505 ---Validation accuracy:--- 0.8782 Validation Loss: 0.43648314 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.36457664 ---Validation accuracy:--- 0.8794 Validation Loss: 0.4409708 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25278977 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46078676 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.312014 ---Validation accuracy:--- 0.889 Validation Loss: 0.40461928 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.41388556 ---Validation accuracy:--- 0.876 Validation Loss: 0.44660708 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2985872 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41515824 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2731842 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40872243 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30581483 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41855836 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29932994 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40924478 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29081038 ---Validation accuracy:--- 0.8888 Validation Loss: 0.46440157 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19696526 ---Validation accuracy:--- 0.898 Validation Loss: 0.38829127 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31898713 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41188666 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2311049 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4017921 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2605936 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42704266 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21597357 ---Validation accuracy:--- 0.8668 Validation Loss: 0.45238173 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.35048562 ---Validation accuracy:--- 0.856 Validation Loss: 0.53663796 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.31727287 ---Validation accuracy:--- 0.8766 Validation Loss: 0.4289626 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3407983 ---Validation accuracy:--- 0.8974 Validation Loss: 0.39715582 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26775435 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39521176 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32631516 ---Validation accuracy:--- 0.8858 Validation Loss: 0.39979294 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.46055168 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40307778 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3723775 ---Validation accuracy:--- 0.8952 Validation Loss: 0.384 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.58892655 ---Validation accuracy:--- 0.7982 Validation Loss: 0.7731536 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.60782206 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7084865 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35406443 ---Validation accuracy:--- 0.8604 Validation Loss: 0.46378082 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31742516 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4064341 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19384174 ---Validation accuracy:--- 0.8796 Validation Loss: 0.40931198 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23785885 ---Validation accuracy:--- 0.8884 Validation Loss: 0.39153177 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4816739 ---Validation accuracy:--- 0.8774 Validation Loss: 0.41374853 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28521302 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38240895 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.40186894 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3667994 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32279053 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39623073 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34270418 ---Validation accuracy:--- 0.8942 Validation Loss: 0.384018 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26105064 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42380977 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4884157 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41727772 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18840629 ---Validation accuracy:--- 0.896 Validation Loss: 0.38094938 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.43506292 ---Validation accuracy:--- 0.8466 Validation Loss: 0.50896555 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2614564 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4288919 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33885148 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3876519 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21216111 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39713058 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.37481102 ---Validation accuracy:--- 0.8808 Validation Loss: 0.41756377 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4852771 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42263427 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.36564583 ---Validation accuracy:--- 0.883 Validation Loss: 0.41033438 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32378334 ---Validation accuracy:--- 0.893 Validation Loss: 0.39009863 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.269243 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39129227 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.43408072 ---Validation accuracy:--- 0.8718 Validation Loss: 0.49095616 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30868313 ---Validation accuracy:--- 0.877 Validation Loss: 0.44323197 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3626171 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5038125 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.41604218 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4710109 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.41210893 ---Validation accuracy:--- 0.8582 Validation Loss: 0.53678125 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19964404 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4057365 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24733807 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41259307 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13819346 ---Validation accuracy:--- 0.8776 Validation Loss: 0.43277353 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2546109 ---Validation accuracy:--- 0.889 Validation Loss: 0.40379632 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.44269463 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38516527 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15428096 ---Validation accuracy:--- 0.894 Validation Loss: 0.37960336 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13901287 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44351202 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2528537 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41933185 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23209462 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37630072 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2986105 ---Validation accuracy:--- 0.898 Validation Loss: 0.3819607 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24464378 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40168673 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23437488 ---Validation accuracy:--- 0.8648 Validation Loss: 0.48286214 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.30583075 ---Validation accuracy:--- 0.898 Validation Loss: 0.37757435 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24806234 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41471568 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22169091 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3860864 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3155422 ---Validation accuracy:--- 0.8852 Validation Loss: 0.42295656 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3074374 ---Validation accuracy:--- 0.8846 Validation Loss: 0.4238884 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13117717 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3799955 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.44245124 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4379691 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2791663 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4650869 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.46499565 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5808178 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.3181311 ---Validation accuracy:--- 0.88 Validation Loss: 0.41929322 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3302418 ---Validation accuracy:--- 0.8562 Validation Loss: 0.47389445 Epoch: 3 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Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.42894906 ---Validation accuracy:--- 0.8672 Validation Loss: 0.46369785 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.37460598 ---Validation accuracy:--- 0.8798 Validation Loss: 0.44376352 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21864258 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39369798 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23076941 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40166786 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.35876665 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3928209 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35589936 ---Validation accuracy:--- 0.879 Validation Loss: 0.44824523 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24185325 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38472614 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21978603 ---Validation accuracy:--- 0.895 Validation Loss: 0.37638637 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.43556046 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3950462 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11519721 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38270605 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4789598 ---Validation accuracy:--- 0.8808 Validation Loss: 0.46330175 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3487853 ---Validation accuracy:--- 0.8702 Validation Loss: 0.44899887 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30629945 ---Validation accuracy:--- 0.8694 Validation Loss: 0.44434673 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3303815 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5255409 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22775479 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46494785 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3940422 ---Validation accuracy:--- 0.887 Validation Loss: 0.39409083 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17419395 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37973744 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.36972213 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38515648 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25847676 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4045546 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21212512 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37475294 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29485542 ---Validation accuracy:--- 0.8898 Validation Loss: 0.3878168 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26568142 ---Validation accuracy:--- 0.896 Validation Loss: 0.37556368 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.42492157 ---Validation accuracy:--- 0.8752 Validation Loss: 0.44524902 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.45361114 ---Validation accuracy:--- 0.8896 Validation Loss: 0.3973529 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3522895 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39261335 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36355564 ---Validation accuracy:--- 0.893 Validation Loss: 0.40546983 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34073746 ---Validation accuracy:--- 0.8916 Validation Loss: 0.38733283 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21663974 ---Validation accuracy:--- 0.8874 Validation Loss: 0.4017332 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.376476 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3790342 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27540368 ---Validation accuracy:--- 0.8924 Validation Loss: 0.38823214 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14921097 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38131705 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35657024 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3932111 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40408716 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38948688 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2778552 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38277823 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.49367687 ---Validation accuracy:--- 0.8586 Validation Loss: 0.46564892 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20118685 ---Validation accuracy:--- 0.892 Validation Loss: 0.39513195 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24665701 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38215533 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3220005 ---Validation accuracy:--- 0.8878 Validation Loss: 0.41213736 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27772576 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4692535 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.39025918 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42663106 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26361272 ---Validation accuracy:--- 0.8884 Validation Loss: 0.39379802 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.40705064 ---Validation accuracy:--- 0.8868 Validation Loss: 0.38603786 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2749013 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39177373 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3032916 ---Validation accuracy:--- 0.885 Validation Loss: 0.4016522 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.36374503 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3949666 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33306766 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36686903 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.37631318 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3722438 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23142403 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38978848 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2560246 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38390043 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.3503279 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4592695 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2898422 ---Validation accuracy:--- 0.8624 Validation Loss: 0.44725576 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21666099 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37934545 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24639519 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44709414 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24258095 ---Validation accuracy:--- 0.899 Validation Loss: 0.37833515 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19445215 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39614177 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4099885 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38302112 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31335273 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41105312 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26868328 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3839207 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21283257 ---Validation accuracy:--- 0.889 Validation Loss: 0.40163827 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.20204715 ---Validation accuracy:--- 0.899 Validation Loss: 0.36307314 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2920286 ---Validation accuracy:--- 0.888 Validation Loss: 0.38656238 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1795961 ---Validation accuracy:--- 0.8822 Validation Loss: 0.39882445 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38674033 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4078968 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29134017 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41001934 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34947547 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3833504 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3627017 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39467338 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.44590354 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5237699 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.58144015 ---Validation accuracy:--- 0.8618 Validation Loss: 0.46408156 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.577733 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5631783 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4021402 ---Validation accuracy:--- 0.8768 Validation Loss: 0.41101554 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21348974 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40475956 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26429015 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39543307 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34476086 ---Validation accuracy:--- 0.8854 Validation Loss: 0.38837275 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23750164 ---Validation accuracy:--- 0.884 Validation Loss: 0.41865695 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.41340423 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3811121 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28075707 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3977994 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.5176279 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5372229 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.425851 ---Validation accuracy:--- 0.8436 Validation Loss: 0.46453553 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2582607 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42156503 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.49612412 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37566546 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30583155 ---Validation accuracy:--- 0.882 Validation Loss: 0.40088215 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35895523 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3675521 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31975442 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3778055 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18358444 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4056036 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.277926 ---Validation accuracy:--- 0.8794 Validation Loss: 0.40342188 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.285527 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3941786 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23192401 ---Validation accuracy:--- 0.8914 Validation Loss: 0.37626916 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.224692 ---Validation accuracy:--- 0.899 Validation Loss: 0.36452335 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26903656 ---Validation accuracy:--- 0.8966 Validation Loss: 0.37978578 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3514166 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3920979 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45107415 ---Validation accuracy:--- 0.8812 Validation Loss: 0.45092735 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33245644 ---Validation accuracy:--- 0.8526 Validation Loss: 0.4684209 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.29337397 ---Validation accuracy:--- 0.8854 Validation Loss: 0.41683125 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34555778 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43717417 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.46171734 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45040357 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28319442 ---Validation accuracy:--- 0.8702 Validation Loss: 0.43941787 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.44465172 ---Validation accuracy:--- 0.8714 Validation Loss: 0.45837247 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33444107 ---Validation accuracy:--- 0.8894 Validation Loss: 0.3857463 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4679432 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4060729 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30056256 ---Validation accuracy:--- 0.8598 Validation Loss: 0.49210602 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.5981715 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41467315 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26558438 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3785967 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.49241483 ---Validation accuracy:--- 0.8872 Validation Loss: 0.40974715 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.27673134 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3995609 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3193278 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42627528 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32916325 ---Validation accuracy:--- 0.8802 Validation Loss: 0.40395674 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1465995 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39738837 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29655257 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3716915 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19054466 ---Validation accuracy:--- 0.8894 Validation Loss: 0.37728676 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4900492 ---Validation accuracy:--- 0.857 Validation Loss: 0.53419805 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.55913216 ---Validation accuracy:--- 0.8558 Validation Loss: 0.52441984 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.39870253 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43016455 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20548528 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4049637 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2958888 ---Validation accuracy:--- 0.8664 Validation Loss: 0.48963428 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20745711 ---Validation accuracy:--- 0.8694 Validation Loss: 0.45979786 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2196938 ---Validation accuracy:--- 0.8784 Validation Loss: 0.43071324 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19656155 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40215188 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.52058357 ---Validation accuracy:--- 0.8856 Validation Loss: 0.39672577 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4629499 ---Validation accuracy:--- 0.883 Validation Loss: 0.43391237 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34055495 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4202035 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.49065685 ---Validation accuracy:--- 0.885 Validation Loss: 0.40837994 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21113001 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37600997 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.116670616 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35498166 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33586776 ---Validation accuracy:--- 0.8924 Validation Loss: 0.39026567 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.6368719 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38567212 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.37606716 ---Validation accuracy:--- 0.8818 Validation Loss: 0.42578605 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2507718 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3817876 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21966827 ---Validation accuracy:--- 0.893 Validation Loss: 0.36252344 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3668627 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4215614 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32389754 ---Validation accuracy:--- 0.8798 Validation Loss: 0.39926893 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17354847 ---Validation accuracy:--- 0.884 Validation Loss: 0.39552027 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2711983 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3807815 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.41018212 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4398818 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.35182664 ---Validation accuracy:--- 0.853 Validation Loss: 0.5009242 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21761344 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40255693 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2410503 ---Validation accuracy:--- 0.897 Validation Loss: 0.39786166 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.37870023 ---Validation accuracy:--- 0.9002 Validation Loss: 0.381104 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3535861 ---Validation accuracy:--- 0.897 Validation Loss: 0.3824489 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29823977 ---Validation accuracy:--- 0.885 Validation Loss: 0.4042095 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.369123 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3757379 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24341251 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37788758 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22654268 ---Validation accuracy:--- 0.895 Validation Loss: 0.36933416 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35959458 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36994886 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29344502 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3596246 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.26904446 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39672554 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.5740138 ---Validation accuracy:--- 0.827 Validation Loss: 0.62949735 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3699788 ---Validation accuracy:--- 0.8604 Validation Loss: 0.44233632 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33632976 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39402637 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29225314 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38475573 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40736675 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43083644 Epoch: 3 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Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3202526 ---Validation accuracy:--- 0.889 Validation Loss: 0.40017083 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22423099 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3632811 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24951132 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4257925 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34786016 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37523097 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23282826 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37476084 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23574966 ---Validation accuracy:--- 0.9 Validation Loss: 0.38496596 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22835445 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4356877 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25862366 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38661012 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.44499588 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36918828 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29206526 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37536478 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2394339 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36925772 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27792305 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3877713 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20799454 ---Validation accuracy:--- 0.8758 Validation Loss: 0.45219854 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32733974 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4051242 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28962624 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39066464 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28423673 ---Validation accuracy:--- 0.8848 Validation Loss: 0.40016377 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.30817315 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4069359 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.246199 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40457502 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.4197805 ---Validation accuracy:--- 0.891 Validation Loss: 0.41548887 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29167926 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4177227 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4554371 ---Validation accuracy:--- 0.871 Validation Loss: 0.47562772 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5186998 ---Validation accuracy:--- 0.8664 Validation Loss: 0.44525614 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22878972 ---Validation accuracy:--- 0.8786 Validation Loss: 0.40944505 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4622615 ---Validation accuracy:--- 0.8522 Validation Loss: 0.47705132 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24677472 ---Validation accuracy:--- 0.8786 Validation Loss: 0.42509013 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18027455 ---Validation accuracy:--- 0.8912 Validation Loss: 0.37942013 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13533823 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3542897 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38407344 ---Validation accuracy:--- 0.885 Validation Loss: 0.3947896 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25631452 ---Validation accuracy:--- 0.88 Validation Loss: 0.39118657 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.46737897 ---Validation accuracy:--- 0.8826 Validation Loss: 0.40134847 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4471068 ---Validation accuracy:--- 0.8184 Validation Loss: 0.5732748 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4420188 ---Validation accuracy:--- 0.8406 Validation Loss: 0.55988497 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26705226 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48418587 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.65007764 ---Validation accuracy:--- 0.8554 Validation Loss: 0.4654877 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2073184 ---Validation accuracy:--- 0.875 Validation Loss: 0.41901302 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30757886 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38066918 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26050374 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3663379 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21078159 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3649251 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20173977 ---Validation accuracy:--- 0.906 Validation Loss: 0.35690776 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.38192138 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0.15239567 ---Validation accuracy:--- 0.8812 Validation Loss: 0.42428046 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.43354058 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4725702 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22048011 ---Validation accuracy:--- 0.879 Validation Loss: 0.41168004 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3188806 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39370415 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1711557 ---Validation accuracy:--- 0.901 Validation Loss: 0.35963836 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30013767 ---Validation accuracy:--- 0.899 Validation Loss: 0.3666098 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.41242492 ---Validation accuracy:--- 0.872 Validation Loss: 0.4467766 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.38390204 ---Validation accuracy:--- 0.8558 Validation Loss: 0.44611964 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.40775105 ---Validation accuracy:--- 0.894 Validation Loss: 0.38108158 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21701615 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3817276 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38531163 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40301016 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4087978 ---Validation accuracy:--- 0.8774 Validation Loss: 0.431455 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.3713031 ---Validation accuracy:--- 0.8488 Validation Loss: 0.49298763 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2597708 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4441168 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2848049 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37755874 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18296543 ---Validation accuracy:--- 0.8832 Validation Loss: 0.40311846 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23397432 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36700162 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24802284 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35810402 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27090335 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35760057 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.32267624 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37473702 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34021625 ---Validation accuracy:--- 0.899 Validation Loss: 0.36266017 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2747605 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3624006 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3258498 ---Validation accuracy:--- 0.8884 Validation Loss: 0.3821034 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20340842 ---Validation accuracy:--- 0.889 Validation Loss: 0.3822793 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18168308 ---Validation accuracy:--- 0.897 Validation Loss: 0.36963975 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.36742523 ---Validation accuracy:--- 0.8378 Validation Loss: 0.4508978 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35002968 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39282882 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31398898 ---Validation accuracy:--- 0.8946 Validation Loss: 0.376961 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3860975 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3894361 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2933659 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3773187 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.646838 ---Validation accuracy:--- 0.8522 Validation Loss: 0.53874755 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6370324 ---Validation accuracy:--- 0.7736 Validation Loss: 0.67969805 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.36355752 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39657086 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23913208 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37040803 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2809129 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40439215 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28701416 ---Validation accuracy:--- 0.8738 Validation Loss: 0.43111348 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3291005 ---Validation accuracy:--- 0.8808 Validation Loss: 0.418508 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35924935 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3733544 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31016985 ---Validation accuracy:--- 0.8958 Validation Loss: 0.35924482 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2150133 ---Validation accuracy:--- 0.8964 Validation Loss: 0.36912963 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28423652 ---Validation accuracy:--- 0.896 Validation Loss: 0.36029822 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2670196 ---Validation accuracy:--- 0.8934 Validation Loss: 0.37958643 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14372185 ---Validation accuracy:--- 0.8972 Validation Loss: 0.35697618 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5161231 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38972062 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3631923 ---Validation accuracy:--- 0.869 Validation Loss: 0.46369424 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32840854 ---Validation accuracy:--- 0.881 Validation Loss: 0.42812267 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3619304 ---Validation accuracy:--- 0.8736 Validation Loss: 0.45353192 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33107162 ---Validation accuracy:--- 0.895 Validation Loss: 0.40855238 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26491383 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44295713 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34070814 ---Validation accuracy:--- 0.8832 Validation Loss: 0.43129256 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23574013 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37678495 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.24023098 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3555843 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.4900191 ---Validation accuracy:--- 0.7712 Validation Loss: 0.7926758 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.65748197 ---Validation accuracy:--- 0.81 Validation Loss: 0.7341654 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3380207 ---Validation accuracy:--- 0.8354 Validation Loss: 0.5113331 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3497101 ---Validation accuracy:--- 0.879 Validation Loss: 0.44085714 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.49764365 ---Validation accuracy:--- 0.8236 Validation Loss: 0.53959626 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4089159 ---Validation accuracy:--- 0.8718 Validation Loss: 0.44624278 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23460415 ---Validation accuracy:--- 0.888 Validation Loss: 0.4083002 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4103883 ---Validation accuracy:--- 0.8912 Validation Loss: 0.4098083 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22462136 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38872272 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.39053962 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43564263 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.34065482 ---Validation accuracy:--- 0.889 Validation Loss: 0.41513404 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22102177 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38878387 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25635126 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3845402 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.30796373 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5771232 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5390401 ---Validation accuracy:--- 0.8588 Validation Loss: 0.46937802 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23565333 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4399635 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.44762984 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43064693 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25667447 ---Validation accuracy:--- 0.8864 Validation Loss: 0.3965443 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4146455 ---Validation accuracy:--- 0.8868 Validation Loss: 0.4242046 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.345597 ---Validation accuracy:--- 0.896 Validation Loss: 0.38749957 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1788739 ---Validation accuracy:--- 0.893 Validation Loss: 0.39391252 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22341533 ---Validation accuracy:--- 0.897 Validation Loss: 0.38637826 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.39323062 ---Validation accuracy:--- 0.877 Validation Loss: 0.4600815 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.29505333 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39674166 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22768196 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40501282 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19451092 ---Validation accuracy:--- 0.8858 Validation Loss: 0.435763 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27407104 ---Validation accuracy:--- 0.886 Validation Loss: 0.424144 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15501443 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38501763 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29564017 ---Validation accuracy:--- 0.889 Validation Loss: 0.41447753 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3120328 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4629648 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24141285 ---Validation accuracy:--- 0.8944 Validation Loss: 0.4003583 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17380026 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40043607 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35389927 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4747482 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20382035 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4193567 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35279983 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4400628 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3000142 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0.256896 ---Validation accuracy:--- 0.8922 Validation Loss: 0.37805554 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.45878986 ---Validation accuracy:--- 0.8598 Validation Loss: 0.52609915 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27101842 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39966795 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13006191 ---Validation accuracy:--- 0.888 Validation Loss: 0.4231252 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20286699 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38215056 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39282718 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4567433 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31559226 ---Validation accuracy:--- 0.9 Validation Loss: 0.3759519 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.35364804 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3889254 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.37554428 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39520162 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25801206 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3926506 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2597127 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45038578 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3973468 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3972862 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25666618 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37731367 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27392036 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3731939 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2616563 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38045442 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.40459296 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38676003 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29168904 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38914078 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.47630623 ---Validation accuracy:--- 0.887 Validation Loss: 0.4293836 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18796377 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40955645 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3723529 ---Validation accuracy:--- 0.8798 Validation Loss: 0.42109755 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35216656 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38013998 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19981804 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37543303 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3096011 ---Validation accuracy:--- 0.9058 Validation Loss: 0.37048292 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16495588 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37448663 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2499675 ---Validation accuracy:--- 0.898 Validation Loss: 0.38891932 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25640273 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38955063 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26503745 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3729251 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37734511 ---Validation accuracy:--- 0.8674 Validation Loss: 0.48018506 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26877156 ---Validation accuracy:--- 0.9 Validation Loss: 0.38055283 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19168702 ---Validation accuracy:--- 0.9002 Validation Loss: 0.39667627 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4054728 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41491747 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29767463 ---Validation accuracy:--- 0.8916 Validation Loss: 0.40356192 Epoch: 4 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Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2773329 ---Validation accuracy:--- 0.897 Validation Loss: 0.3732322 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29936025 ---Validation accuracy:--- 0.8748 Validation Loss: 0.43594444 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3030448 ---Validation accuracy:--- 0.886 Validation Loss: 0.4176824 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25949097 ---Validation accuracy:--- 0.899 Validation Loss: 0.3903148 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22219068 ---Validation accuracy:--- 0.895 Validation Loss: 0.37698287 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.24791661 ---Validation accuracy:--- 0.8908 Validation Loss: 0.3996328 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27956986 ---Validation accuracy:--- 0.8896 Validation Loss: 0.40089673 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27053913 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40248764 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22593963 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38068876 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33828875 ---Validation accuracy:--- 0.8978 Validation Loss: 0.40559682 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27314645 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43085372 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23400328 ---Validation accuracy:--- 0.8794 Validation Loss: 0.44553164 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.51449144 ---Validation accuracy:--- 0.8716 Validation Loss: 0.44940796 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.46154374 ---Validation accuracy:--- 0.8378 Validation Loss: 0.5161723 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.35991013 ---Validation accuracy:--- 0.8798 Validation Loss: 0.43547133 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.20149578 ---Validation accuracy:--- 0.8852 Validation Loss: 0.38906485 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.40602088 ---Validation accuracy:--- 0.8718 Validation Loss: 0.44446632 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.34343103 ---Validation accuracy:--- 0.8804 Validation Loss: 0.41495177 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.323467 ---Validation accuracy:--- 0.9 Validation Loss: 0.37942767 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27436322 ---Validation accuracy:--- 0.891 Validation Loss: 0.383117 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2588596 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38984066 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24981183 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38132247 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29978505 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40738493 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31477016 ---Validation accuracy:--- 0.898 Validation Loss: 0.38079605 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14868878 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36957794 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25850934 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4081036 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3720681 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45230636 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27447724 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37071517 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.4424688 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3860172 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.441093 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4359658 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2586893 ---Validation accuracy:--- 0.8438 Validation Loss: 0.4454426 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.4284041 ---Validation accuracy:--- 0.8888 Validation Loss: 0.41786978 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22354244 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3952139 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30735466 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3920569 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22511576 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36831123 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.39020798 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40635175 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26310286 ---Validation accuracy:--- 0.8928 Validation Loss: 0.37853128 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35643002 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4006344 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28746685 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38194668 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.45077705 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0.46873993 ---Validation accuracy:--- 0.9012 Validation Loss: 0.38336563 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3171348 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39853856 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2953982 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3829318 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23849162 ---Validation accuracy:--- 0.899 Validation Loss: 0.36774406 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.3774597 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35877165 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.57927686 ---Validation accuracy:--- 0.8326 Validation Loss: 0.5257489 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.36317047 ---Validation accuracy:--- 0.8476 Validation Loss: 0.4831159 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.36551034 ---Validation accuracy:--- 0.8602 Validation Loss: 0.45894772 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24544664 ---Validation accuracy:--- 0.8692 Validation Loss: 0.43930098 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32206398 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39192486 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22631693 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39733526 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30527642 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39917412 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.31449568 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3672 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27106363 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36595565 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3276596 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3776847 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3504838 ---Validation accuracy:--- 0.874 Validation Loss: 0.41974995 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34649238 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38070643 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32506156 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42280546 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2771693 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35280934 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21263973 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36669654 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1409113 ---Validation accuracy:--- 0.897 Validation Loss: 0.37212348 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.36694187 ---Validation accuracy:--- 0.8724 Validation Loss: 0.45676708 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16939826 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4314087 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.42296952 ---Validation accuracy:--- 0.896 Validation Loss: 0.3967494 Epoch: 4 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Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19072129 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44572484 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2546215 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45844638 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31990764 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39613128 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.21575752 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38898733 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26302436 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4255754 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24598867 ---Validation accuracy:--- 0.893 Validation Loss: 0.38190803 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12520903 ---Validation accuracy:--- 0.904 Validation Loss: 0.36414674 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.44143966 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38125733 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28002322 ---Validation accuracy:--- 0.881 Validation Loss: 0.42411757 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1488375 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37699604 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.41202554 ---Validation accuracy:--- 0.8946 Validation Loss: 0.37968692 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27813816 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37929183 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.41954762 ---Validation accuracy:--- 0.8698 Validation Loss: 0.44111493 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31986764 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3978871 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28750283 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41275948 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.36214966 ---Validation accuracy:--- 0.8892 Validation Loss: 0.39897653 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.43731317 ---Validation accuracy:--- 0.8814 Validation Loss: 0.45382285 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.34923515 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4375491 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.47689128 ---Validation accuracy:--- 0.8432 Validation Loss: 0.5195083 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.35652432 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46992636 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.284127 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38420248 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.363902 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3814081 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29543084 ---Validation accuracy:--- 0.897 Validation Loss: 0.37302372 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.28260443 ---Validation accuracy:--- 0.8948 Validation Loss: 0.37585136 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24547245 ---Validation accuracy:--- 0.896 Validation Loss: 0.37644762 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20695251 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36215287 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.34493592 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39066085 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3094125 ---Validation accuracy:--- 0.9 Validation Loss: 0.36548147 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28364387 ---Validation accuracy:--- 0.8764 Validation Loss: 0.430272 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30987406 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38142475 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.27956486 ---Validation accuracy:--- 0.8992 Validation Loss: 0.38187635 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1823469 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37410572 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.41205543 ---Validation accuracy:--- 0.89 Validation Loss: 0.3939084 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32042328 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4051297 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30326355 ---Validation accuracy:--- 0.8844 Validation Loss: 0.42032364 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2353333 ---Validation accuracy:--- 0.897 Validation Loss: 0.37946033 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34248242 ---Validation accuracy:--- 0.8786 Validation Loss: 0.41497377 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5045873 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48785782 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26737222 ---Validation accuracy:--- 0.897 Validation Loss: 0.38512874 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.4043927 ---Validation accuracy:--- 0.8638 Validation Loss: 0.4643758 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.39408737 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3906804 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41692433 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41417885 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5442785 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3952643 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.38759795 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36861157 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2279384 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37566343 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27461207 ---Validation accuracy:--- 0.8986 Validation Loss: 0.374075 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3038194 ---Validation accuracy:--- 0.8866 Validation Loss: 0.4077229 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.50766176 ---Validation accuracy:--- 0.822 Validation Loss: 0.57710266 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31515667 ---Validation accuracy:--- 0.8778 Validation Loss: 0.43411323 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.30244747 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4025989 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2712043 ---Validation accuracy:--- 0.9012 Validation Loss: 0.38285875 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.264736 ---Validation accuracy:--- 0.8806 Validation Loss: 0.43269667 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31876552 ---Validation accuracy:--- 0.897 Validation Loss: 0.38800582 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14505449 ---Validation accuracy:--- 0.903 Validation Loss: 0.35841656 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24204017 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3790905 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3076436 ---Validation accuracy:--- 0.879 Validation Loss: 0.42431107 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.44781417 ---Validation accuracy:--- 0.8618 Validation Loss: 0.46789375 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3880513 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3922666 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4215867 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4758242 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26934338 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3880911 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.37826943 ---Validation accuracy:--- 0.899 Validation Loss: 0.3690107 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26772392 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39583626 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27427447 ---Validation accuracy:--- 0.905 Validation Loss: 0.3622252 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30964047 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38965067 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.39936662 ---Validation accuracy:--- 0.902 Validation Loss: 0.37530187 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.41418514 ---Validation accuracy:--- 0.8806 Validation Loss: 0.3972356 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28389895 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35757032 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20036581 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37524638 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3151868 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38687667 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3105997 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36832732 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29954746 ---Validation accuracy:--- 0.902 Validation Loss: 0.36472762 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27005634 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3726806 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.403432 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39162925 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20945479 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36246654 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.36496788 ---Validation accuracy:--- 0.8744 Validation Loss: 0.48014566 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.54018503 ---Validation accuracy:--- 0.8554 Validation Loss: 0.5018456 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.42618304 ---Validation accuracy:--- 0.8532 Validation Loss: 0.5184776 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.54921526 ---Validation accuracy:--- 0.8714 Validation Loss: 0.46403623 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33951584 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3899685 Epoch: 4 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0.38627195 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2953355 ---Validation accuracy:--- 0.8744 Validation Loss: 0.45794472 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2397828 ---Validation accuracy:--- 0.9058 Validation Loss: 0.35419717 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31044167 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36829135 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.35268486 ---Validation accuracy:--- 0.8944 Validation Loss: 0.36154613 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.39111674 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3713453 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.40127605 ---Validation accuracy:--- 0.8888 Validation Loss: 0.39739272 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25283673 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36677352 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29861248 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4186903 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.3039863 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3676196 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27372316 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37018803 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3659101 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36408046 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18597537 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35705435 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29459205 ---Validation accuracy:--- 0.9004 Validation Loss: 0.380574 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17563576 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3713535 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33173126 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35762098 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39091414 ---Validation accuracy:--- 0.8758 Validation Loss: 0.47402573 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32445243 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42288905 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29957 ---Validation accuracy:--- 0.9032 Validation Loss: 0.40028012 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32584205 ---Validation accuracy:--- 0.8966 Validation Loss: 0.4089073 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21623713 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42491245 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3555839 ---Validation accuracy:--- 0.8914 Validation Loss: 0.38778082 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.37665063 ---Validation accuracy:--- 0.8794 Validation Loss: 0.42332813 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1907199 ---Validation accuracy:--- 0.896 Validation Loss: 0.37308514 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19299622 ---Validation accuracy:--- 0.895 Validation Loss: 0.3679974 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25512612 ---Validation accuracy:--- 0.8742 Validation Loss: 0.41049424 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21184887 ---Validation accuracy:--- 0.8878 Validation Loss: 0.38470095 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33699027 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4101547 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4637577 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41352314 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18607551 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3748298 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.35399777 ---Validation accuracy:--- 0.891 Validation Loss: 0.39995453 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16503173 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3665687 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.40470436 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0.19242734 ---Validation accuracy:--- 0.883 Validation Loss: 0.45091373 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.4384436 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3995743 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2532262 ---Validation accuracy:--- 0.885 Validation Loss: 0.42245856 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3702098 ---Validation accuracy:--- 0.904 Validation Loss: 0.37672985 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34533188 ---Validation accuracy:--- 0.8746 Validation Loss: 0.43631113 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24708933 ---Validation accuracy:--- 0.8968 Validation Loss: 0.36646515 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41344956 ---Validation accuracy:--- 0.9056 Validation Loss: 0.356189 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18647267 ---Validation accuracy:--- 0.8946 Validation Loss: 0.41564515 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37100127 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37188336 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18057266 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3492958 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23605007 ---Validation accuracy:--- 0.9 Validation Loss: 0.37057504 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20145291 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40334564 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31804353 ---Validation accuracy:--- 0.8668 Validation Loss: 0.479154 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.37109435 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44216734 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3396792 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42404938 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30471173 ---Validation accuracy:--- 0.8824 Validation Loss: 0.40182486 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.39679924 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4474504 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23545498 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3981577 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.4428684 ---Validation accuracy:--- 0.901 Validation Loss: 0.39213493 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.34655848 ---Validation accuracy:--- 0.906 Validation Loss: 0.35500336 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22841549 ---Validation accuracy:--- 0.907 Validation Loss: 0.3423104 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34429726 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37641641 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.44563797 ---Validation accuracy:--- 0.8616 Validation Loss: 0.4818193 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30836445 ---Validation accuracy:--- 0.8738 Validation Loss: 0.45086655 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.29015574 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41162056 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.42362174 ---Validation accuracy:--- 0.889 Validation Loss: 0.4182418 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.2987382 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36412862 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3789573 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35271046 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25268072 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3866751 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29474965 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38042757 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19821966 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36733526 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22048092 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41179064 Epoch: 4 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Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38748118 ---Validation accuracy:--- 0.885 Validation Loss: 0.4166377 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1579574 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35939974 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23770462 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36641666 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17461234 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37684867 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20448609 ---Validation accuracy:--- 0.8958 Validation Loss: 0.40778634 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2619065 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39026874 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2512014 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37145737 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.32330298 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4094316 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.18513332 ---Validation accuracy:--- 0.8826 Validation Loss: 0.39927208 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.27982837 ---Validation accuracy:--- 0.9102 Validation Loss: 0.35117838 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28490928 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3662414 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38637105 ---Validation accuracy:--- 0.8942 Validation Loss: 0.36300603 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30099192 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4088559 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26763046 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37228677 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.48959458 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4359085 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24412446 ---Validation accuracy:--- 0.9006 Validation Loss: 0.39285815 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32900882 ---Validation accuracy:--- 0.9078 Validation Loss: 0.35339686 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28380078 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36274722 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.44593906 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36060825 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.34332713 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3711497 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17610985 ---Validation accuracy:--- 0.8954 Validation Loss: 0.36230716 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.36398986 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38957804 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25825563 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3550642 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33676744 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36097273 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31892535 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37866974 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.47145376 ---Validation accuracy:--- 0.8848 Validation Loss: 0.45218062 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2637912 ---Validation accuracy:--- 0.895 Validation Loss: 0.41933846 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24544764 ---Validation accuracy:--- 0.8982 Validation Loss: 0.39686483 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26428708 ---Validation accuracy:--- 0.9036 Validation Loss: 0.38708052 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18589692 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37140414 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.29157147 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3773628 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25936452 ---Validation accuracy:--- 0.8828 Validation Loss: 0.40522105 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24914187 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3776687 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20037231 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3746507 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24735177 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40809092 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.5346601 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41441515 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.287632 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38889217 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22220007 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37367588 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23152916 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3699201 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30925143 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36864963 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.33328673 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36580738 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2177392 ---Validation accuracy:--- 0.8812 Validation Loss: 0.42680594 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24848796 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3721274 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17487095 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42412382 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2803503 ---Validation accuracy:--- 0.864 Validation Loss: 0.504715 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31345612 ---Validation accuracy:--- 0.8734 Validation Loss: 0.43358892 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4113948 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37333068 Epoch: 4 ---Training accuracy:--- 0.9 Training 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Training Loss: 0.19000651 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3687896 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37210447 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37437442 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20802525 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35123968 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.35463718 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3634347 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28904873 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37211436 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22127566 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35638854 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2869716 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35285 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17139074 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34627467 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23662701 ---Validation accuracy:--- 0.9046 Validation Loss: 0.37530038 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21382584 ---Validation accuracy:--- 0.879 Validation Loss: 0.47049052 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.27808487 ---Validation accuracy:--- 0.8658 Validation Loss: 0.46390626 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29845935 ---Validation accuracy:--- 0.9058 Validation Loss: 0.36071825 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15671737 ---Validation accuracy:--- 0.8908 Validation Loss: 0.3801578 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23735769 ---Validation accuracy:--- 0.905 Validation Loss: 0.35784504 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3341981 ---Validation accuracy:--- 0.901 Validation Loss: 0.37607816 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26148102 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3539084 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29740918 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39993057 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.688243 ---Validation accuracy:--- 0.843 Validation Loss: 0.50980085 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26003444 ---Validation accuracy:--- 0.9036 Validation Loss: 0.37910122 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.23382357 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36391705 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22724436 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3493393 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22294374 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3561679 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2261399 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39446044 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16636124 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3749636 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2873827 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35927185 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08626744 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36817467 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20727035 ---Validation accuracy:--- 0.908 Validation Loss: 0.35775843 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2035919 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36798668 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31600064 ---Validation accuracy:--- 0.8628 Validation Loss: 0.51248974 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.41002023 ---Validation accuracy:--- 0.8678 Validation Loss: 0.44578716 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.44942668 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3733816 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13415606 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3588362 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18768373 ---Validation accuracy:--- 0.899 Validation Loss: 0.3585103 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25000003 ---Validation accuracy:--- 0.889 Validation Loss: 0.4063805 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16389392 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4040467 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2066346 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38934708 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15031375 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38162723 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.21665207 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36278632 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24830677 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3760598 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.412478 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36960986 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2390584 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37942496 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21245722 ---Validation accuracy:--- 0.893 Validation Loss: 0.4035617 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18506016 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34693563 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3139914 ---Validation accuracy:--- 0.908 Validation Loss: 0.3532406 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3213688 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3570048 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27923825 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36946186 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31647912 ---Validation accuracy:--- 0.897 Validation Loss: 0.3947135 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.32139388 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38585487 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28739917 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36280644 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21863006 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3600324 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.39511222 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4142459 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31358886 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3592822 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28633624 ---Validation accuracy:--- 0.9036 Validation Loss: 0.36356363 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3417817 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35694906 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.27722022 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34444952 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31039762 ---Validation accuracy:--- 0.905 Validation Loss: 0.36847565 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13261299 ---Validation accuracy:--- 0.907 Validation Loss: 0.34785157 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31730035 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39443076 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.34071454 ---Validation accuracy:--- 0.8986 Validation Loss: 0.35372445 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3085713 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39478144 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38232985 ---Validation accuracy:--- 0.8794 Validation Loss: 0.43686986 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.36465323 ---Validation accuracy:--- 0.905 Validation Loss: 0.35850766 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27513692 ---Validation accuracy:--- 0.8954 Validation Loss: 0.403177 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28888223 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36918443 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5241231 ---Validation accuracy:--- 0.904 Validation Loss: 0.37618744 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19009773 ---Validation accuracy:--- 0.9104 Validation Loss: 0.36450034 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21839392 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35780817 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23384324 ---Validation accuracy:--- 0.905 Validation Loss: 0.35215268 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24580222 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3481774 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12840445 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36769408 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.44595882 ---Validation accuracy:--- 0.8952 Validation Loss: 0.41624668 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.3469941 ---Validation accuracy:--- 0.877 Validation Loss: 0.44047147 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26818755 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36030352 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25700626 ---Validation accuracy:--- 0.902 Validation Loss: 0.39099613 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20214584 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40998116 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5676732 ---Validation accuracy:--- 0.811 Validation Loss: 0.6989117 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2821906 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4539427 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.35722366 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4422211 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22391188 ---Validation accuracy:--- 0.901 Validation Loss: 0.3723225 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27467865 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43089765 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20954065 ---Validation accuracy:--- 0.8894 Validation Loss: 0.40931845 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21228042 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3917605 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27728647 ---Validation accuracy:--- 0.901 Validation Loss: 0.37059742 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16371776 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37617087 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.4668066 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41377583 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25943938 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39865723 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.28204498 ---Validation accuracy:--- 0.9056 Validation Loss: 0.37322277 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.113560006 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3791444 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.36211386 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3820101 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2861304 ---Validation accuracy:--- 0.8932 Validation Loss: 0.4029854 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.43096572 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4659625 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33786273 ---Validation accuracy:--- 0.892 Validation Loss: 0.40445912 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31321853 ---Validation accuracy:--- 0.9 Validation Loss: 0.3912885 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10427506 ---Validation accuracy:--- 0.8994 Validation Loss: 0.4128535 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11009908 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3973339 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.30583286 ---Validation accuracy:--- 0.8664 Validation Loss: 0.4902689 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33241493 ---Validation accuracy:--- 0.8766 Validation Loss: 0.41202646 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31727603 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3889236 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31060922 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5963038 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27018386 ---Validation accuracy:--- 0.895 Validation Loss: 0.38790712 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33353797 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3729446 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24349052 ---Validation accuracy:--- 0.8978 Validation Loss: 0.39521435 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18104921 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36218324 Epoch: 4 ---Training accuracy:--- 0.69 Training Loss: 1.3828456 ---Validation accuracy:--- 0.6654 Validation Loss: 1.4089159 Epoch: 4 ---Training accuracy:--- 0.71 Training Loss: 1.0967348 ---Validation accuracy:--- 0.704 Validation Loss: 0.97472286 Epoch: 4 ---Training accuracy:--- 0.6 Training Loss: 1.2383108 ---Validation accuracy:--- 0.6394 Validation Loss: 1.1720724 Epoch: 4 ---Training accuracy:--- 0.7 Training Loss: 0.8383072 ---Validation accuracy:--- 0.7402 Validation Loss: 0.7693489 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5611305 ---Validation accuracy:--- 0.7892 Validation Loss: 0.64233136 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.46037728 ---Validation accuracy:--- 0.883 Validation Loss: 0.47054738 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.42098373 ---Validation accuracy:--- 0.8984 Validation Loss: 0.4569481 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.41068935 ---Validation accuracy:--- 0.905 Validation Loss: 0.39766386 Epoch: 4 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Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26490533 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43893158 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.42622468 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42244193 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19455151 ---Validation accuracy:--- 0.908 Validation Loss: 0.33964053 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2127418 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34820896 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.21185215 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40174183 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31807077 ---Validation accuracy:--- 0.879 Validation Loss: 0.44394365 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2866609 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3517085 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30618122 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39241526 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30431205 ---Validation accuracy:--- 0.897 Validation Loss: 0.3612487 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2482658 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3833984 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11454102 ---Validation accuracy:--- 0.898 Validation Loss: 0.3817749 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.52856547 ---Validation accuracy:--- 0.8534 Validation Loss: 0.49994025 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3124298 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3817118 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2880771 ---Validation accuracy:--- 0.8942 Validation Loss: 0.41661954 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29268268 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36243737 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34737468 ---Validation accuracy:--- 0.8722 Validation 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Validation Loss: 0.38437194 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39769685 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36065978 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2188418 ---Validation accuracy:--- 0.891 Validation Loss: 0.39577958 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28110826 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3770315 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.1995283 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36120045 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20017074 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3723456 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41928715 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37648246 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29058346 ---Validation accuracy:--- 0.873 Validation Loss: 0.45301947 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26402974 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3924882 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.33893284 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40272495 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.46203458 ---Validation accuracy:--- 0.8704 Validation Loss: 0.4222985 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30156413 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4047467 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3111097 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36569664 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21024635 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37812245 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30565926 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3736262 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26003185 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3625557 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34447402 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0.23550594 ---Validation accuracy:--- 0.897 Validation Loss: 0.4036624 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31552398 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37629977 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22063984 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36809155 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2945257 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35099104 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33880153 ---Validation accuracy:--- 0.897 Validation Loss: 0.36669204 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17498481 ---Validation accuracy:--- 0.904 Validation Loss: 0.35586327 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1593814 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34070885 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27407274 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3633214 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13585256 ---Validation accuracy:--- 0.902 Validation Loss: 0.3507413 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2274093 ---Validation accuracy:--- 0.906 Validation Loss: 0.3510941 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.34665665 ---Validation accuracy:--- 0.8736 Validation Loss: 0.44429234 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2656021 ---Validation accuracy:--- 0.8838 Validation Loss: 0.3986267 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.38672546 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38566872 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18725891 ---Validation accuracy:--- 0.9032 Validation Loss: 0.37141195 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19427212 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3749136 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31309462 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44119355 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18079871 ---Validation accuracy:--- 0.897 Validation Loss: 0.3653268 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25856444 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42774943 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31927353 ---Validation accuracy:--- 0.903 Validation Loss: 0.35058826 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22141999 ---Validation accuracy:--- 0.904 Validation Loss: 0.35102803 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.296965 ---Validation accuracy:--- 0.905 Validation Loss: 0.350327 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33890122 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37147823 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25041825 ---Validation accuracy:--- 0.901 Validation Loss: 0.36919606 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2247819 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40119028 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25857294 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3560053 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18101187 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3569654 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12055639 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34263417 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2524005 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3986082 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2732761 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35497808 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31528348 ---Validation accuracy:--- 0.8814 Validation Loss: 0.44472152 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.093403056 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3659545 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24655765 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38819364 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33859757 ---Validation accuracy:--- 0.8486 Validation Loss: 0.49624854 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.262284 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3828714 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5994499 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4625492 Epoch: 5 ---Training accuracy:--- 0.78 Training Loss: 0.8798761 ---Validation accuracy:--- 0.7626 Validation Loss: 0.84292346 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.37921357 ---Validation accuracy:--- 0.8862 Validation Loss: 0.41388527 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20733589 ---Validation accuracy:--- 0.891 Validation Loss: 0.3993926 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2776395 ---Validation accuracy:--- 0.892 Validation Loss: 0.38835552 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30234802 ---Validation accuracy:--- 0.8532 Validation Loss: 0.45846412 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.329373 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3756378 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33582765 ---Validation accuracy:--- 0.896 Validation Loss: 0.37728903 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5220047 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45201054 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.39065507 ---Validation accuracy:--- 0.894 Validation Loss: 0.41802675 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30578288 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3823166 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37339705 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37176427 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.302643 ---Validation accuracy:--- 0.8752 Validation Loss: 0.45319942 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22647455 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37858745 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27558568 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36941776 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2751365 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35994273 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3212621 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38074398 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.29187313 ---Validation accuracy:--- 0.9 Validation Loss: 0.38064378 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.359739 ---Validation accuracy:--- 0.8784 Validation Loss: 0.45381 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21033813 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37181538 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30891266 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37732434 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33256164 ---Validation accuracy:--- 0.895 Validation Loss: 0.40465438 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18810157 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37009892 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22491252 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3827335 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.32354754 ---Validation accuracy:--- 0.8982 Validation Loss: 0.4106255 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24048778 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3739127 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21642755 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37503785 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22526462 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41162613 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26522082 ---Validation accuracy:--- 0.8934 Validation Loss: 0.382397 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4391507 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3675187 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23175274 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36080775 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24071229 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35036036 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.4581298 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4334703 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.38344443 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3980989 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.19772412 ---Validation accuracy:--- 0.8832 Validation Loss: 0.40479922 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.31091744 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4071552 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21130465 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39060497 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20434132 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36746222 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21322098 ---Validation accuracy:--- 0.889 Validation Loss: 0.41828072 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24103622 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37270185 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.4249173 ---Validation accuracy:--- 0.886 Validation Loss: 0.4297037 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22068056 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3649418 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32344705 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38537568 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2474276 ---Validation accuracy:--- 0.904 Validation Loss: 0.34497494 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22054549 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3698557 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23578309 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Loss: 0.21273273 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3805182 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13769895 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37232748 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.44141608 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42932734 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26013097 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4315464 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31091416 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3871659 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20514603 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34755704 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17603001 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35044125 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24549504 ---Validation accuracy:--- 0.903 Validation Loss: 0.35885602 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17965938 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33452934 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16718012 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36344105 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27416736 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34130415 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06517195 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34132433 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4129701 ---Validation accuracy:--- 0.8716 Validation Loss: 0.45181254 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.40955067 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3627485 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25417912 ---Validation accuracy:--- 0.902 Validation Loss: 0.3680355 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.38891575 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3437016 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.30227062 ---Validation accuracy:--- 0.879 Validation Loss: 0.4268986 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27025172 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3591617 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31352833 ---Validation accuracy:--- 0.8914 Validation Loss: 0.37928617 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1922664 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34289888 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.34584755 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39637712 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.42743 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3557969 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12488382 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34188852 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15327883 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34665132 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22040719 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40753984 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2969937 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3613829 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21741351 ---Validation accuracy:--- 0.905 Validation Loss: 0.35691845 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39855194 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39507335 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17370605 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38691846 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23919608 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35862452 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27330148 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36345336 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2526806 ---Validation accuracy:--- 0.899 Validation Loss: 0.3542449 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30979392 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41395 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30566528 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4045928 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18413079 ---Validation accuracy:--- 0.886 Validation Loss: 0.42427164 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.27932075 ---Validation accuracy:--- 0.875 Validation Loss: 0.44087914 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.317818 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3544872 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19144353 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35379297 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20939758 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34873047 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3621441 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36201236 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27376872 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34527412 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37990978 ---Validation accuracy:--- 0.8894 Validation Loss: 0.3720852 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.36245918 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3857169 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32142705 ---Validation accuracy:--- 0.898 Validation Loss: 0.3596173 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1800261 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36108842 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21620251 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35228863 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43875885 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35487467 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35210723 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4525467 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.42364365 ---Validation accuracy:--- 0.8888 Validation Loss: 0.40722945 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23989849 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3576179 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.33150315 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34522557 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4891409 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3490415 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15788564 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33017063 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22921966 ---Validation accuracy:--- 0.91 Validation Loss: 0.32186225 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39030117 ---Validation accuracy:--- 0.834 Validation Loss: 0.52510536 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.46217704 ---Validation accuracy:--- 0.838 Validation Loss: 0.56877863 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.39729366 ---Validation accuracy:--- 0.8754 Validation Loss: 0.44202334 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21463862 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34733927 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.35490382 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3575278 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.34770763 ---Validation accuracy:--- 0.865 Validation Loss: 0.45526955 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32829463 ---Validation accuracy:--- 0.8738 Validation Loss: 0.41202626 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25786737 ---Validation accuracy:--- 0.9 Validation Loss: 0.34843642 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14371747 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3514667 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3298016 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0.20600386 ---Validation accuracy:--- 0.9022 Validation Loss: 0.37554786 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.3126391 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3660651 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.31428817 ---Validation accuracy:--- 0.897 Validation Loss: 0.38264546 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3424649 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33891168 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22989738 ---Validation accuracy:--- 0.905 Validation Loss: 0.35586604 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2311017 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3489957 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20521326 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3792066 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12194494 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35263053 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3810302 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33824512 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15981638 ---Validation accuracy:--- 0.907 Validation Loss: 0.34252504 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25601444 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33776808 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25503463 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3679134 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10718716 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35522437 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.34923202 ---Validation accuracy:--- 0.836 Validation Loss: 0.48844433 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2837127 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35634086 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21413277 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35034657 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1809383 ---Validation accuracy:--- 0.911 Validation Loss: 0.32989514 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19327714 ---Validation accuracy:--- 0.898 Validation Loss: 0.3773591 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3137119 ---Validation accuracy:--- 0.9098 Validation Loss: 0.35216984 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27162984 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3839351 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29180625 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3590492 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26002368 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36115116 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2867466 ---Validation accuracy:--- 0.871 Validation Loss: 0.47294557 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2100623 ---Validation accuracy:--- 0.8952 Validation Loss: 0.372967 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.38151902 ---Validation accuracy:--- 0.885 Validation Loss: 0.42442325 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.41975427 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3694483 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.39342362 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39406767 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.6902845 ---Validation accuracy:--- 0.8064 Validation Loss: 0.6199944 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30622968 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4142125 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28679907 ---Validation accuracy:--- 0.894 Validation Loss: 0.3785944 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2701977 ---Validation accuracy:--- 0.906 Validation Loss: 0.3479465 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2680087 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34543905 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20211923 ---Validation accuracy:--- 0.906 Validation Loss: 0.34836522 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21391428 ---Validation accuracy:--- 0.91 Validation Loss: 0.34264314 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.34601197 ---Validation accuracy:--- 0.8818 Validation Loss: 0.39981747 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31041056 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34432143 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16491269 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39255008 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22227874 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35526142 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21199279 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3465045 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3129181 ---Validation accuracy:--- 0.8666 Validation Loss: 0.45845214 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.35609776 ---Validation accuracy:--- 0.8804 Validation Loss: 0.40284994 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.31679267 ---Validation accuracy:--- 0.8898 Validation Loss: 0.38702264 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.63485384 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47020513 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37682167 ---Validation accuracy:--- 0.8776 Validation Loss: 0.42678457 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27681068 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3948554 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20234127 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3886361 Epoch: 5 ---Training accuracy:--- 0.77 Training Loss: 0.819415 ---Validation accuracy:--- 0.8412 Validation Loss: 0.56539 Epoch: 5 ---Training accuracy:--- 0.8 Training Loss: 0.41532493 ---Validation accuracy:--- 0.8244 Validation Loss: 0.5205985 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2872669 ---Validation accuracy:--- 0.8802 Validation Loss: 0.43061948 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21656822 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42217016 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24661595 ---Validation accuracy:--- 0.8808 Validation Loss: 0.45396864 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27307114 ---Validation accuracy:--- 0.9008 Validation Loss: 0.38384414 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18156803 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3720835 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37271613 ---Validation accuracy:--- 0.899 Validation Loss: 0.37791097 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19263653 ---Validation accuracy:--- 0.902 Validation Loss: 0.373805 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23745872 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35322544 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26289472 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4577035 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34068528 ---Validation accuracy:--- 0.8796 Validation Loss: 0.41311264 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20300913 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34456572 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.34644577 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37519857 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16783686 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3719946 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19884582 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33859202 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28918353 ---Validation accuracy:--- 0.904 Validation Loss: 0.34532106 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17070414 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34217304 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15101686 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3841375 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20044892 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36814663 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14203651 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3716263 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10706869 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3438492 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1620288 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34604943 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.3290258 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3541436 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12668036 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34865594 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1385009 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0.20561655 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36955777 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.27543303 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35722744 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22298348 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3708467 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13318525 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35958984 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.30456457 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3379023 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29368827 ---Validation accuracy:--- 0.901 Validation Loss: 0.36693057 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2532944 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36379695 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27413657 ---Validation accuracy:--- 0.8794 Validation Loss: 0.42736006 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.31791717 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37937725 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3529734 ---Validation accuracy:--- 0.8976 Validation Loss: 0.37137136 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30235764 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36986983 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24980824 ---Validation accuracy:--- 0.9022 Validation Loss: 0.37632343 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32528022 ---Validation accuracy:--- 0.9036 Validation Loss: 0.38057202 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32095033 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3548647 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3613353 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36906278 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.24548225 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35864785 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22753496 ---Validation accuracy:--- 0.911 Validation Loss: 0.32924375 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1929378 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3479425 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.41718185 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3345484 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3153162 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4044762 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25893795 ---Validation accuracy:--- 0.8788 Validation Loss: 0.44187275 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19686878 ---Validation accuracy:--- 0.8798 Validation Loss: 0.38811177 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2642906 ---Validation accuracy:--- 0.9004 Validation Loss: 0.34706843 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.34692097 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3744923 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34225047 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34662282 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19841754 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3449389 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19097833 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33489162 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27288315 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33579233 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.49614456 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35726294 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3152567 ---Validation accuracy:--- 0.8756 Validation Loss: 0.41810107 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16054963 ---Validation accuracy:--- 0.8988 Validation Loss: 0.35313627 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28079283 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33965337 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19660766 ---Validation accuracy:--- 0.898 Validation Loss: 0.3537802 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.37684432 ---Validation accuracy:--- 0.8524 Validation Loss: 0.4919299 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.36625808 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35291755 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25340286 ---Validation accuracy:--- 0.893 Validation Loss: 0.36016306 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.36509666 ---Validation accuracy:--- 0.89 Validation Loss: 0.40349516 Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.56205183 ---Validation accuracy:--- 0.8654 Validation Loss: 0.43797305 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29792202 ---Validation accuracy:--- 0.883 Validation Loss: 0.4039977 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19500808 ---Validation accuracy:--- 0.908 Validation Loss: 0.3384542 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19434997 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34438422 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.28870142 ---Validation accuracy:--- 0.8872 Validation Loss: 0.39029643 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23050043 ---Validation accuracy:--- 0.8738 Validation Loss: 0.435496 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.43913582 ---Validation accuracy:--- 0.8956 Validation Loss: 0.40484908 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19997445 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37074706 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23424265 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3638543 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.2179768 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35478315 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.31164548 ---Validation accuracy:--- 0.8816 Validation Loss: 0.3952001 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37290913 ---Validation accuracy:--- 0.9082 Validation Loss: 0.35523614 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25718978 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39529777 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2755132 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35966724 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27985215 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4162664 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24829727 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37151706 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3372026 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3710428 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16808236 ---Validation accuracy:--- 0.8754 Validation Loss: 0.40821153 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43746772 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4905287 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2292456 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33970597 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27494195 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34761325 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28525048 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36804026 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33080062 ---Validation accuracy:--- 0.8526 Validation Loss: 0.4735082 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27171153 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37589473 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16968605 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35193035 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21322903 ---Validation accuracy:--- 0.902 Validation Loss: 0.35981396 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.35537583 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0.12479036 ---Validation accuracy:--- 0.901 Validation Loss: 0.34346053 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.33322188 ---Validation accuracy:--- 0.893 Validation Loss: 0.3829979 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20406489 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34094635 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20941028 ---Validation accuracy:--- 0.903 Validation Loss: 0.34437028 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26093596 ---Validation accuracy:--- 0.908 Validation Loss: 0.33115146 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.31597593 ---Validation accuracy:--- 0.898 Validation Loss: 0.36080068 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24734043 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35072184 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.51834357 ---Validation accuracy:--- 0.878 Validation Loss: 0.43896934 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35902366 ---Validation accuracy:--- 0.912 Validation Loss: 0.3330562 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26509213 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33428246 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35625917 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3244854 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28879714 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34434536 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20252171 ---Validation accuracy:--- 0.9046 Validation Loss: 0.36263964 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4354046 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36082682 Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.67096364 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6867584 Epoch: 5 ---Training accuracy:--- 0.76 Training Loss: 0.9126944 ---Validation accuracy:--- 0.8284 Validation Loss: 0.6126492 Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.55922264 ---Validation accuracy:--- 0.7932 Validation Loss: 0.6681458 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.42574164 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5229321 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.37272128 ---Validation accuracy:--- 0.8938 Validation Loss: 0.44709757 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35373044 ---Validation accuracy:--- 0.8706 Validation Loss: 0.47938097 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.40397862 ---Validation accuracy:--- 0.8296 Validation Loss: 0.5442417 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26297185 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38573354 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.59753835 ---Validation accuracy:--- 0.835 Validation Loss: 0.59460896 Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.57478344 ---Validation accuracy:--- 0.8452 Validation Loss: 0.49118945 Epoch: 5 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Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32101375 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34643885 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3477434 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38995293 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4210723 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38709325 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24155803 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37078577 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09335167 ---Validation accuracy:--- 0.912 Validation Loss: 0.32868102 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19320175 ---Validation accuracy:--- 0.9088 Validation Loss: 0.35670042 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.30097672 ---Validation accuracy:--- 0.8608 Validation Loss: 0.5175867 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27326542 ---Validation accuracy:--- 0.897 Validation Loss: 0.36617172 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.29011458 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35528708 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17910889 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33095244 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18743591 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34880364 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4258954 ---Validation accuracy:--- 0.9028 Validation Loss: 0.38023487 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2557357 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33503225 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28887442 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35325104 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43060005 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39307165 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18211278 ---Validation accuracy:--- 0.8798 Validation Loss: 0.40521535 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.42617896 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3677574 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19154201 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39442107 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22144268 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3481137 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27835658 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32418174 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19092187 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33175793 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31583142 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3198771 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4281228 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38094822 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1789219 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3766646 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27550837 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34777573 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27067316 ---Validation accuracy:--- 0.91 Validation Loss: 0.33814406 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.36221024 ---Validation accuracy:--- 0.89 Validation Loss: 0.37335238 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.35008544 ---Validation accuracy:--- 0.9102 Validation Loss: 0.34601793 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22096682 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34907973 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2872543 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33799672 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2485735 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3481651 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24565235 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0.2759414 ---Validation accuracy:--- 0.908 Validation Loss: 0.3642918 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.27844277 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34652218 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19038326 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3664356 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17620087 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3765499 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.36287147 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35520113 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25065324 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4030496 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.1721132 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37252966 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2872255 ---Validation accuracy:--- 0.881 Validation Loss: 0.38959032 Epoch: 5 ---Training accuracy:--- 0.92 Training 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0.95 Training Loss: 0.23825575 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32691348 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22585234 ---Validation accuracy:--- 0.905 Validation Loss: 0.33103466 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20098476 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36120015 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16916588 ---Validation accuracy:--- 0.898 Validation Loss: 0.3608016 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3296164 ---Validation accuracy:--- 0.905 Validation Loss: 0.345973 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19055611 ---Validation accuracy:--- 0.8942 Validation Loss: 0.36851242 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.31286085 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34529692 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12983578 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3370771 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39122552 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5436236 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.53100944 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4927469 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.41125312 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40396634 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29423416 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37257177 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19335079 ---Validation accuracy:--- 0.9084 Validation Loss: 0.34298456 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24978325 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3441911 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21069974 ---Validation accuracy:--- 0.895 Validation Loss: 0.36447704 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.48927674 ---Validation accuracy:--- 0.8942 Validation Loss: 0.37481737 Epoch: 5 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Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18170051 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3808684 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30579215 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3540763 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26048043 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37337956 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15723264 ---Validation accuracy:--- 0.892 Validation Loss: 0.39633444 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.38056105 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4580666 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20321378 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37518167 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08986102 ---Validation accuracy:--- 0.906 Validation Loss: 0.33770368 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25692692 ---Validation accuracy:--- 0.9136 Validation Loss: 0.33242705 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29451206 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35442862 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23004292 ---Validation accuracy:--- 0.879 Validation Loss: 0.39988405 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.3332604 ---Validation accuracy:--- 0.8874 Validation Loss: 0.41380107 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27522713 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34885225 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16316748 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37013817 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4087957 ---Validation accuracy:--- 0.9154 Validation Loss: 0.34349057 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.41249734 ---Validation accuracy:--- 0.8062 Validation Loss: 0.6778083 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.47523335 ---Validation accuracy:--- 0.8506 Validation Loss: 0.54423255 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3238449 ---Validation accuracy:--- 0.916 Validation Loss: 0.34914726 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.42923605 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35799778 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.40984485 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4689458 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37340093 ---Validation accuracy:--- 0.8698 Validation Loss: 0.4256836 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19616187 ---Validation accuracy:--- 0.901 Validation Loss: 0.34104803 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3893999 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33834264 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26162797 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3303192 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22527435 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3353264 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21553373 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32935387 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.292612 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33063585 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24609475 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32166496 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1695985 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33046493 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23531394 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33166635 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23409471 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36487854 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22402008 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3606967 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20903498 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33242196 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17926563 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32079035 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22243138 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31757402 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16009793 ---Validation accuracy:--- 0.907 Validation Loss: 0.34493986 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20702225 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3808005 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3503443 ---Validation accuracy:--- 0.888 Validation Loss: 0.4318537 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1933977 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35876417 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24867256 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33561143 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2709194 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3302688 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15191954 ---Validation accuracy:--- 0.9062 Validation Loss: 0.35247836 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30574626 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39575332 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30273843 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3686121 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21238129 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35323533 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22480245 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39785978 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24333164 ---Validation accuracy:--- 0.906 Validation Loss: 0.35581398 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19318669 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35485816 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.36928806 ---Validation accuracy:--- 0.9122 Validation Loss: 0.34819335 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20032956 ---Validation accuracy:--- 0.904 Validation Loss: 0.3812543 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16141681 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33129138 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25903502 ---Validation accuracy:--- 0.9062 Validation Loss: 0.37645814 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19445433 ---Validation accuracy:--- 0.8948 Validation Loss: 0.36766437 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22919759 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38056007 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23977225 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36521408 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.24063827 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3740354 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25624037 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32983714 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21429789 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3233177 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20302996 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3328391 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31510845 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33082825 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12591605 ---Validation accuracy:--- 0.895 Validation Loss: 0.3791967 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.34081423 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3563608 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.43361706 ---Validation accuracy:--- 0.885 Validation Loss: 0.37858635 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2599202 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3639427 Epoch: 5 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Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2232594 ---Validation accuracy:--- 0.9124 Validation Loss: 0.33694136 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.41470963 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34850577 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.34508717 ---Validation accuracy:--- 0.897 Validation Loss: 0.35865885 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26042804 ---Validation accuracy:--- 0.9188 Validation Loss: 0.313645 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19852395 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32293427 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18965715 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33771646 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.122519076 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31729606 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25424933 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3497005 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26773775 ---Validation accuracy:--- 0.8778 Validation Loss: 0.41171905 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.16903777 ---Validation accuracy:--- 0.91 Validation Loss: 0.33610225 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16121322 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34197882 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.28466624 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3601811 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1625082 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3637306 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.35651216 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3640767 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29538044 ---Validation accuracy:--- 0.893 Validation Loss: 0.3907089 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.381667 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3499956 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.3728898 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36778393 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23615585 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33965582 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19611523 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3228422 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19227172 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32697526 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26098517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34468472 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21767159 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33332995 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15534022 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34065145 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20988601 ---Validation accuracy:--- 0.9082 Validation Loss: 0.351681 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2887455 ---Validation accuracy:--- 0.914 Validation Loss: 0.33706138 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.21876132 ---Validation accuracy:--- 0.9114 Validation Loss: 0.34641725 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16810076 ---Validation accuracy:--- 0.9152 Validation Loss: 0.32465887 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17252903 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3332018 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15386024 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3338644 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.190578 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3361255 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.113436915 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3387625 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23837267 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35842738 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24842578 ---Validation accuracy:--- 0.889 Validation Loss: 0.47937715 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23361003 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3404578 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21092713 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3446686 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15199141 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34598857 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1275043 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34182394 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3420134 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34157237 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19597334 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32714775 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23086482 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0.27658167 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31757993 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32254055 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35388428 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28767648 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35618693 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3379582 ---Validation accuracy:--- 0.905 Validation Loss: 0.3477827 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4028257 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32927075 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15572731 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36958864 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32016432 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38167086 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16880667 ---Validation accuracy:--- 0.907 Validation Loss: 0.3429577 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21549226 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32094967 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1695285 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32396305 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19564763 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32053047 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24870335 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3191052 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13670236 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31789318 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22787468 ---Validation accuracy:--- 0.906 Validation Loss: 0.35421953 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.34463778 ---Validation accuracy:--- 0.8448 Validation Loss: 0.41481513 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2750764 ---Validation accuracy:--- 0.904 Validation Loss: 0.34468165 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18080646 ---Validation accuracy:--- 0.9006 Validation Loss: 0.363489 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21390146 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35349384 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24540596 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34232214 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11126521 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32065713 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1423705 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32315734 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.30231696 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3632985 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.36334077 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3689842 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2831174 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34142667 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21468821 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33766016 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28996688 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30825683 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26576126 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31320953 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3004779 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3146884 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2087529 ---Validation accuracy:--- 0.912 Validation Loss: 0.32658955 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20540828 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32164925 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27148038 ---Validation accuracy:--- 0.904 Validation Loss: 0.34628612 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27850872 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37415448 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19213259 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34603682 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25955373 ---Validation accuracy:--- 0.9 Validation Loss: 0.36410338 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.30330685 ---Validation accuracy:--- 0.905 Validation Loss: 0.33371755 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17899731 ---Validation accuracy:--- 0.912 Validation Loss: 0.31836972 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24960288 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31809816 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14393719 ---Validation accuracy:--- 0.908 Validation Loss: 0.32434836 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11928343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30877513 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15956196 ---Validation accuracy:--- 0.896 Validation Loss: 0.35418275 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.3204354 ---Validation accuracy:--- 0.8952 Validation Loss: 0.34717575 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2792446 ---Validation accuracy:--- 0.8822 Validation Loss: 0.41472378 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17493075 ---Validation accuracy:--- 0.882 Validation Loss: 0.4067486 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30127636 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32476768 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.32020593 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33764488 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21353938 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37513104 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.32363772 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35727927 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17492136 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3313926 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1853486 ---Validation accuracy:--- 0.914 Validation Loss: 0.32130206 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1508438 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34922752 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.3791597 ---Validation accuracy:--- 0.883 Validation Loss: 0.40554312 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.34454224 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3467835 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23219094 ---Validation accuracy:--- 0.91 Validation Loss: 0.33782476 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.101067066 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34022623 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39071786 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32666487 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2788542 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32896364 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1347788 ---Validation accuracy:--- 0.916 Validation Loss: 0.32086337 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21457393 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3234591 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.301402 ---Validation accuracy:--- 0.909 Validation Loss: 0.33712357 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17462812 ---Validation accuracy:--- 0.913 Validation Loss: 0.32618412 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08469402 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33922797 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37814105 ---Validation accuracy:--- 0.9044 Validation Loss: 0.36337793 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28159723 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3206891 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17150845 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31322774 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23894864 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32068634 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39411727 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31976423 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27758485 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31735787 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.37158912 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34925124 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3316916 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3356596 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24481781 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3202477 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2853188 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32676697 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.24024138 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3375574 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.38722908 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3761334 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25636983 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38346398 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2885966 ---Validation accuracy:--- 0.913 Validation Loss: 0.33588722 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2784526 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32008383 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17020407 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32695296 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1900812 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32011446 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20067261 ---Validation accuracy:--- 0.909 Validation Loss: 0.3378242 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15956904 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3473675 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3183468 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32743573 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18411025 ---Validation accuracy:--- 0.909 Validation Loss: 0.3662854 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.33283946 ---Validation accuracy:--- 0.911 Validation Loss: 0.34565634 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22656617 ---Validation accuracy:--- 0.913 Validation Loss: 0.3371638 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17025782 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32648602 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17407124 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33355936 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2022506 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36557525 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.25774944 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32513896 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25418597 ---Validation accuracy:--- 0.8642 Validation Loss: 0.48026192 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13607141 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3757257 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2508348 ---Validation accuracy:--- 0.9156 Validation Loss: 0.32136485 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.30703855 ---Validation accuracy:--- 0.913 Validation Loss: 0.32860148 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16656087 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32060096 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19798626 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33473104 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3067955 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3409802 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.338616 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33385834 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13095398 ---Validation accuracy:--- 0.917 Validation Loss: 0.31385094 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.296131 ---Validation accuracy:--- 0.8908 Validation Loss: 0.37175995 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.32258043 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3374916 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.30573952 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34475392 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.29734072 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37994853 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44121823 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4312042 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2500026 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3400045 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16975173 ---Validation accuracy:--- 0.918 Validation Loss: 0.33293092 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20981094 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35045207 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3339479 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33749244 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25577343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.33411568 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.458266 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3434484 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37393752 ---Validation accuracy:--- 0.908 Validation Loss: 0.35882106 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.3385632 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32319286 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15419431 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30184814 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.3173336 ---Validation accuracy:--- 0.9 Validation Loss: 0.37252125 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13136034 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31307963 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2637564 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3434254 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2290913 ---Validation accuracy:--- 0.916 Validation Loss: 0.32159296 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19589895 ---Validation accuracy:--- 0.913 Validation Loss: 0.32057333 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.212437 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3467823 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18995693 ---Validation accuracy:--- 0.9122 Validation Loss: 0.34065187 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.26312757 ---Validation accuracy:--- 0.9056 Validation Loss: 0.36765093 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3575685 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38378012 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24967502 ---Validation accuracy:--- 0.912 Validation Loss: 0.34484473 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2227919 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32395628 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18048877 ---Validation accuracy:--- 0.9124 Validation Loss: 0.334267 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2276958 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34239277 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11372267 ---Validation accuracy:--- 0.906 Validation Loss: 0.35418946 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3947961 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3573136 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.35335946 ---Validation accuracy:--- 0.9178 Validation Loss: 0.31975117 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24555507 ---Validation accuracy:--- 0.9138 Validation Loss: 0.33485317 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.32037666 ---Validation accuracy:--- 0.913 Validation Loss: 0.32743913 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4683869 ---Validation accuracy:--- 0.8508 Validation Loss: 0.52886605 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.26220304 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34460238 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26495916 ---Validation accuracy:--- 0.913 Validation Loss: 0.32924247 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21734516 ---Validation accuracy:--- 0.911 Validation Loss: 0.33175194 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.33266595 ---Validation accuracy:--- 0.9092 Validation Loss: 0.35928243 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11844494 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32310924 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2929136 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33482245 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21873084 ---Validation accuracy:--- 0.911 Validation Loss: 0.3314689 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22135285 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32799992 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14427908 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3293302 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19693157 ---Validation accuracy:--- 0.913 Validation Loss: 0.3226205 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21067744 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32518286 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13828272 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33376157 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28064394 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3153083 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11709513 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31204054 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13852234 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32510555 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.37448493 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3461244 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24666332 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32760832 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22669944 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34036154 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12427098 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34173286 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1651437 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3132607 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16679484 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3265488 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39308044 ---Validation accuracy:--- 0.8702 Validation Loss: 0.47415537 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.82144386 ---Validation accuracy:--- 0.8056 Validation Loss: 0.897168 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.6047125 ---Validation accuracy:--- 0.8056 Validation Loss: 0.5946149 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3804714 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43254673 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27539882 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37020847 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4159516 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38699085 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3018713 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35075518 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23630027 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37699535 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21964842 ---Validation accuracy:--- 0.8822 Validation Loss: 0.3970997 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22577247 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3480748 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23079462 ---Validation accuracy:--- 0.9 Validation Loss: 0.35850582 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14945155 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32327104 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18704611 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34744027 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.29954115 ---Validation accuracy:--- 0.8968 Validation Loss: 0.40034238 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.1922802 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34481475 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09061894 ---Validation accuracy:--- 0.912 Validation Loss: 0.32760507 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3122266 ---Validation accuracy:--- 0.9008 Validation Loss: 0.39096057 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13457061 ---Validation accuracy:--- 0.8886 Validation Loss: 0.39601958 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19528812 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3369368 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18999395 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34828854 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23559807 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40243766 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.259416 ---Validation accuracy:--- 0.909 Validation Loss: 0.34893844 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22946696 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35501233 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3013598 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3545109 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3260295 ---Validation accuracy:--- 0.843 Validation Loss: 0.5021451 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2927979 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45436543 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2241683 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37183496 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.33676884 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34811187 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.37870628 ---Validation accuracy:--- 0.9052 Validation Loss: 0.37071094 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.27046221 ---Validation accuracy:--- 0.9176 Validation Loss: 0.32417515 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15419878 ---Validation accuracy:--- 0.919 Validation Loss: 0.32089025 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.23940355 ---Validation accuracy:--- 0.89 Validation Loss: 0.3855899 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.124668315 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33400428 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46728295 ---Validation accuracy:--- 0.8574 Validation Loss: 0.51537037 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3174727 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3672133 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17086464 ---Validation accuracy:--- 0.9054 Validation Loss: 0.36588702 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16642973 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35905072 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15593243 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38194525 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19128886 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3648502 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12983477 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35723966 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15708905 ---Validation accuracy:--- 0.8996 Validation Loss: 0.39828223 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3699519 ---Validation accuracy:--- 0.84 Validation Loss: 0.70486754 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 1.4911808 ---Validation accuracy:--- 0.673 Validation Loss: 1.9303547 Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 2.3006213 ---Validation accuracy:--- 0.6048 Validation Loss: 1.8707358 Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.5155722 ---Validation accuracy:--- 0.5934 Validation Loss: 1.6198531 Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 1.2439631 ---Validation accuracy:--- 0.5918 Validation Loss: 1.7692097 Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 3.5316076 ---Validation accuracy:--- 0.472 Validation Loss: 3.5206413 Epoch: 6 ---Training accuracy:--- 0.45 Training Loss: 2.175834 ---Validation accuracy:--- 0.4534 Validation Loss: 2.0524745 Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.5475873 ---Validation accuracy:--- 0.4556 Validation Loss: 2.034186 Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.7890662 ---Validation accuracy:--- 0.5022 Validation Loss: 1.9366664 Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.52785 ---Validation accuracy:--- 0.5616 Validation Loss: 1.5003579 Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.1626002 ---Validation accuracy:--- 0.5204 Validation Loss: 1.4649038 Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2310482 ---Validation accuracy:--- 0.5116 Validation Loss: 1.4911387 Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.3124063 ---Validation accuracy:--- 0.4882 Validation Loss: 1.3983617 Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.3093674 ---Validation accuracy:--- 0.4356 Validation Loss: 1.4700719 Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.3512356 ---Validation accuracy:--- 0.5822 Validation Loss: 1.2890673 Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.4279776 ---Validation accuracy:--- 0.581 Validation Loss: 1.2474127 Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.0510919 ---Validation accuracy:--- 0.654 Validation Loss: 1.0776105 Epoch: 6 ---Training accuracy:--- 0.62 Training Loss: 1.0131083 ---Validation accuracy:--- 0.6106 Validation Loss: 1.0367011 Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.2580497 ---Validation accuracy:--- 0.6264 Validation Loss: 1.3544962 Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2092772 ---Validation accuracy:--- 0.5254 Validation Loss: 1.3927137 Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.0428025 ---Validation accuracy:--- 0.6954 Validation Loss: 1.0510184 Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.829528 ---Validation accuracy:--- 0.7216 Validation Loss: 0.93540156 Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6737924 ---Validation accuracy:--- 0.7398 Validation Loss: 0.86922693 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.6148156 ---Validation accuracy:--- 0.7138 Validation Loss: 0.8239252 Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 0.91294646 ---Validation accuracy:--- 0.698 Validation Loss: 0.91403544 Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 0.941277 ---Validation accuracy:--- 0.659 Validation Loss: 1.0339855 Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.9704329 ---Validation accuracy:--- 0.7202 Validation Loss: 1.088303 Epoch: 6 ---Training accuracy:--- 0.73 Training Loss: 0.93689483 ---Validation accuracy:--- 0.7378 Validation Loss: 1.0317695 Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.8960275 ---Validation accuracy:--- 0.7652 Validation Loss: 0.9676127 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.68354815 ---Validation accuracy:--- 0.7822 Validation Loss: 0.9315262 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.6223514 ---Validation accuracy:--- 0.7548 Validation Loss: 0.91979885 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.6932684 ---Validation accuracy:--- 0.777 Validation Loss: 0.8715287 Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.8089563 ---Validation accuracy:--- 0.7786 Validation Loss: 0.84748554 Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.8656052 ---Validation accuracy:--- 0.7618 Validation Loss: 0.95467013 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.67567873 ---Validation accuracy:--- 0.7898 Validation Loss: 0.8353249 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.46348822 ---Validation accuracy:--- 0.7872 Validation Loss: 0.8096704 Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.6150644 ---Validation accuracy:--- 0.7926 Validation Loss: 0.737445 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5225734 ---Validation accuracy:--- 0.7886 Validation Loss: 0.6996645 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.622115 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7245941 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4391154 ---Validation accuracy:--- 0.7958 Validation Loss: 0.67871034 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.49585983 ---Validation accuracy:--- 0.7874 Validation Loss: 0.6641921 Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.3458185 ---Validation accuracy:--- 0.6342 Validation Loss: 1.2123104 Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.0000879 ---Validation accuracy:--- 0.6774 Validation Loss: 0.9016543 Epoch: 6 ---Training accuracy:--- 0.71 Training Loss: 0.7488065 ---Validation accuracy:--- 0.7168 Validation Loss: 0.80027485 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.4155655 ---Validation accuracy:--- 0.7148 Validation Loss: 0.80632657 Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6681642 ---Validation accuracy:--- 0.7908 Validation Loss: 0.62662345 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.506873 ---Validation accuracy:--- 0.7106 Validation Loss: 0.80262303 Epoch: 6 ---Training accuracy:--- 0.72 Training Loss: 0.81366944 ---Validation accuracy:--- 0.7094 Validation Loss: 0.8402231 Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.60003084 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6920606 Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.57545817 ---Validation accuracy:--- 0.7888 Validation Loss: 0.65797466 Epoch: 6 ---Training accuracy:--- 0.71 Training Loss: 0.79326963 ---Validation accuracy:--- 0.7516 Validation Loss: 0.74432176 Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.67236114 ---Validation accuracy:--- 0.7928 Validation Loss: 0.66330147 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.6114056 ---Validation accuracy:--- 0.7612 Validation Loss: 0.7717392 Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.59494543 ---Validation accuracy:--- 0.7826 Validation Loss: 0.63506895 Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.62725925 ---Validation accuracy:--- 0.7918 Validation Loss: 0.64637756 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.52522075 ---Validation accuracy:--- 0.7954 Validation Loss: 0.589525 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.4267317 ---Validation accuracy:--- 0.7984 Validation Loss: 0.59515554 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.35567284 ---Validation accuracy:--- 0.807 Validation Loss: 0.61737907 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.52313066 ---Validation accuracy:--- 0.7586 Validation Loss: 0.6862137 Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.5762302 ---Validation accuracy:--- 0.7918 Validation Loss: 0.624079 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.5593796 ---Validation accuracy:--- 0.793 Validation Loss: 0.5832011 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.40544388 ---Validation accuracy:--- 0.8198 Validation Loss: 0.59531236 Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.46889207 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5910255 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44010192 ---Validation accuracy:--- 0.8144 Validation Loss: 0.5947879 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.42958724 ---Validation accuracy:--- 0.833 Validation Loss: 0.59196055 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5178828 ---Validation accuracy:--- 0.8248 Validation Loss: 0.579537 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48282912 ---Validation accuracy:--- 0.8274 Validation Loss: 0.6546856 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.49097052 ---Validation accuracy:--- 0.793 Validation Loss: 0.7133823 Epoch: 6 ---Training accuracy:--- 0.7 Training Loss: 0.6596338 ---Validation accuracy:--- 0.7408 Validation Loss: 0.72913146 Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.6315375 ---Validation accuracy:--- 0.8006 Validation Loss: 0.6364997 Epoch: 6 ---Training accuracy:--- 0.75 Training Loss: 0.9701508 ---Validation accuracy:--- 0.8012 Validation Loss: 0.7859981 Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.76101285 ---Validation accuracy:--- 0.8068 Validation Loss: 0.65261835 Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6944098 ---Validation accuracy:--- 0.7588 Validation Loss: 0.7593695 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.5390969 ---Validation accuracy:--- 0.8776 Validation Loss: 0.5237331 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4871276 ---Validation accuracy:--- 0.8586 Validation Loss: 0.5370159 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44427276 ---Validation accuracy:--- 0.8724 Validation Loss: 0.5370188 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.69981855 ---Validation accuracy:--- 0.774 Validation Loss: 0.71678704 Epoch: 6 ---Training accuracy:--- 0.72 Training Loss: 0.67709875 ---Validation accuracy:--- 0.7198 Validation Loss: 0.7487348 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.51267165 ---Validation accuracy:--- 0.8436 Validation Loss: 0.64954126 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4571051 ---Validation accuracy:--- 0.8682 Validation Loss: 0.5208704 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46400347 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5899028 Epoch: 6 ---Training accuracy:--- 0.75 Training Loss: 0.59694695 ---Validation accuracy:--- 0.7538 Validation Loss: 0.6585299 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.6502269 ---Validation accuracy:--- 0.7676 Validation Loss: 0.72850406 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.4396894 ---Validation accuracy:--- 0.7906 Validation Loss: 0.5773048 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.43628356 ---Validation accuracy:--- 0.8274 Validation Loss: 0.55593914 Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.76272357 ---Validation accuracy:--- 0.7974 Validation Loss: 0.850191 Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.5193408 ---Validation accuracy:--- 0.8242 Validation Loss: 0.63580096 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2673454 ---Validation accuracy:--- 0.8456 Validation Loss: 0.5027898 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.5503884 ---Validation accuracy:--- 0.8166 Validation Loss: 0.63636875 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.44819054 ---Validation accuracy:--- 0.8746 Validation Loss: 0.51036084 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.37475508 ---Validation accuracy:--- 0.846 Validation Loss: 0.49041834 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.31183538 ---Validation accuracy:--- 0.7852 Validation Loss: 0.58320874 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4118866 ---Validation accuracy:--- 0.8316 Validation Loss: 0.598451 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.41039738 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5102729 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.49327812 ---Validation accuracy:--- 0.8004 Validation Loss: 0.62192565 Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.2259883 ---Validation accuracy:--- 0.7208 Validation Loss: 1.038292 Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 0.9300154 ---Validation accuracy:--- 0.676 Validation Loss: 1.0500294 Epoch: 6 ---Training accuracy:--- 0.74 Training Loss: 0.5810456 ---Validation accuracy:--- 0.7204 Validation Loss: 0.6710867 Epoch: 6 ---Training accuracy:--- 0.74 Training Loss: 1.4189615 ---Validation accuracy:--- 0.7808 Validation Loss: 1.2501627 Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.9366242 ---Validation accuracy:--- 0.6114 Validation Loss: 2.496075 Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 2.1819448 ---Validation accuracy:--- 0.4722 Validation Loss: 2.3132856 Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.7999234 ---Validation accuracy:--- 0.4248 Validation Loss: 1.9009805 Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.982217 ---Validation accuracy:--- 0.4004 Validation Loss: 1.8432258 Epoch: 6 ---Training accuracy:--- 0.45 Training Loss: 1.5991569 ---Validation accuracy:--- 0.4214 Validation Loss: 1.7857 Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.4190735 ---Validation accuracy:--- 0.4554 Validation Loss: 1.6187698 Epoch: 6 ---Training accuracy:--- 0.46 Training Loss: 1.3763874 ---Validation accuracy:--- 0.4574 Validation Loss: 1.5832775 Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.2428342 ---Validation accuracy:--- 0.4568 Validation Loss: 1.5793831 Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.2828232 ---Validation accuracy:--- 0.4494 Validation Loss: 1.4989358 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 5.047694 ---Validation accuracy:--- 0.2966 Validation Loss: 5.180869 Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 2.8481317 ---Validation accuracy:--- 0.305 Validation Loss: 2.8918343 Epoch: 6 ---Training accuracy:--- 0.17 Training Loss: 2.2937949 ---Validation accuracy:--- 0.1634 Validation Loss: 2.2884762 Epoch: 6 ---Training accuracy:--- 0.16 Training Loss: 2.269779 ---Validation accuracy:--- 0.1642 Validation Loss: 2.217895 Epoch: 6 ---Training accuracy:--- 0.15 Training Loss: 2.1894927 ---Validation accuracy:--- 0.1832 Validation Loss: 2.1351757 Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.1876907 ---Validation accuracy:--- 0.2264 Validation Loss: 2.122772 Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 2.0499926 ---Validation accuracy:--- 0.2856 Validation Loss: 2.0608745 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 2.098116 ---Validation accuracy:--- 0.2836 Validation Loss: 2.044481 Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.7613162 ---Validation accuracy:--- 0.292 Validation Loss: 2.0280728 Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.8017927 ---Validation accuracy:--- 0.2916 Validation Loss: 2.0098636 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.9150796 ---Validation accuracy:--- 0.2778 Validation Loss: 2.0183637 Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.9592987 ---Validation accuracy:--- 0.2552 Validation Loss: 2.1171725 Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.8926663 ---Validation accuracy:--- 0.278 Validation Loss: 1.9921441 Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 1.9927797 ---Validation accuracy:--- 0.2842 Validation Loss: 1.9578631 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.9619144 ---Validation accuracy:--- 0.287 Validation Loss: 1.9306504 Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9025367 ---Validation accuracy:--- 0.2928 Validation Loss: 1.911724 Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.9511359 ---Validation accuracy:--- 0.3002 Validation Loss: 1.8744266 Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.831233 ---Validation accuracy:--- 0.299 Validation Loss: 1.8605449 Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.505242 ---Validation accuracy:--- 0.3004 Validation Loss: 1.8511262 Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7499394 ---Validation accuracy:--- 0.2934 Validation Loss: 1.8250227 Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.6305765 ---Validation accuracy:--- 0.292 Validation Loss: 1.8211554 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7631329 ---Validation accuracy:--- 0.304 Validation Loss: 1.7834463 Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 1.9770943 ---Validation accuracy:--- 0.1966 Validation Loss: 1.9435601 Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9027076 ---Validation accuracy:--- 0.2124 Validation Loss: 1.9544017 Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.800271 ---Validation accuracy:--- 0.2784 Validation Loss: 1.8104725 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7371253 ---Validation accuracy:--- 0.2818 Validation Loss: 1.7788949 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7527386 ---Validation accuracy:--- 0.269 Validation Loss: 1.7632111 Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.6354047 ---Validation accuracy:--- 0.3138 Validation Loss: 1.7154361 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7223389 ---Validation accuracy:--- 0.3052 Validation Loss: 1.7146717 Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.4966968 ---Validation accuracy:--- 0.2932 Validation Loss: 1.7186973 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7176378 ---Validation accuracy:--- 0.3324 Validation Loss: 1.6887977 Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7387381 ---Validation accuracy:--- 0.3168 Validation Loss: 1.6994375 Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.6955615 ---Validation accuracy:--- 0.2974 Validation Loss: 1.6968465 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.548949 ---Validation accuracy:--- 0.2914 Validation Loss: 1.6845006 Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.585745 ---Validation accuracy:--- 0.2586 Validation Loss: 1.768797 Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.6401547 ---Validation accuracy:--- 0.305 Validation Loss: 1.6584785 Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.5545429 ---Validation accuracy:--- 0.3126 Validation Loss: 1.6411806 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7590778 ---Validation accuracy:--- 0.3222 Validation Loss: 1.6316059 Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.6037418 ---Validation accuracy:--- 0.3 Validation Loss: 1.649567 Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.5616465 ---Validation accuracy:--- 0.277 Validation Loss: 1.696776 Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.590841 ---Validation accuracy:--- 0.3148 Validation Loss: 1.6323012 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.5702969 ---Validation accuracy:--- 0.3122 Validation Loss: 1.632439 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.7236866 ---Validation accuracy:--- 0.2902 Validation Loss: 1.645636 Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.5970899 ---Validation accuracy:--- 0.3932 Validation Loss: 1.6195682 Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.5360149 ---Validation accuracy:--- 0.3158 Validation Loss: 1.6161467 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.6356338 ---Validation accuracy:--- 0.3262 Validation Loss: 1.5899893 Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.5294477 ---Validation accuracy:--- 0.3288 Validation Loss: 1.5827116 Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4697893 ---Validation accuracy:--- 0.3558 Validation Loss: 1.5906307 Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.4629731 ---Validation accuracy:--- 0.3218 Validation Loss: 1.5751855 Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.6266851 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---Validation accuracy:--- 0.5278 Validation Loss: 1.3118316 Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.2683475 ---Validation accuracy:--- 0.5258 Validation Loss: 1.3035109 Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.1484412 ---Validation accuracy:--- 0.5322 Validation Loss: 1.2980653 Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2528261 ---Validation accuracy:--- 0.5238 Validation Loss: 1.3013381 Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.2747629 ---Validation accuracy:--- 0.5278 Validation Loss: 1.2938905 Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.3799669 ---Validation accuracy:--- 0.4876 Validation Loss: 1.3975674 Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4243965 ---Validation accuracy:--- 0.404 Validation Loss: 1.5518808 Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.2329637 ---Validation accuracy:--- 0.4814 Validation Loss: 1.368262 Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.4392104 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0.97027147 ---Validation accuracy:--- 0.5896 Validation Loss: 1.0013878 Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.1158898 ---Validation accuracy:--- 0.5978 Validation Loss: 1.0598885 Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 0.9627821 ---Validation accuracy:--- 0.5736 Validation Loss: 1.0695604 Epoch: 6 ---Training accuracy:--- 0.7 Training Loss: 1.1013113 ---Validation accuracy:--- 0.6078 Validation Loss: 1.1735934 Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 1.1108177 ---Validation accuracy:--- 0.5934 Validation Loss: 1.1405253 Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 0.95001113 ---Validation accuracy:--- 0.4612 Validation Loss: 1.120038 Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.1303385 ---Validation accuracy:--- 0.625 Validation Loss: 1.0581633 Epoch: 6 ---Training accuracy:--- 0.65 Training Loss: 1.03306 ---Validation accuracy:--- 0.6198 Validation Loss: 1.0476693 Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.0547615 ---Validation accuracy:--- 0.5818 Validation Loss: 1.1919119 Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.1236235 ---Validation accuracy:--- 0.5168 Validation Loss: 1.2394537 Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.2510072 ---Validation accuracy:--- 0.577 Validation Loss: 1.1533442 Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.022523 ---Validation accuracy:--- 0.5494 Validation Loss: 1.1466385 Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 2.231679 ---Validation accuracy:--- 0.4024 Validation Loss: 2.7469988 Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 3.5241318 ---Validation accuracy:--- 0.322 Validation Loss: 3.9822767 Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 2.1998756 ---Validation accuracy:--- 0.2382 Validation Loss: 2.0421996 Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 2.0718498 ---Validation accuracy:--- 0.2984 Validation Loss: 1.9646461 Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.6642082 ---Validation accuracy:--- 0.351 Validation Loss: 1.8319899 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 3.0196252 ---Validation accuracy:--- 0.355 Validation Loss: 3.0288134 Epoch: 6 ---Training accuracy:--- 0.39 Training Loss: 2.1606474 ---Validation accuracy:--- 0.339 Validation Loss: 2.4639227 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 2.218833 ---Validation accuracy:--- 0.3006 Validation Loss: 2.4720263 Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.1576715 ---Validation accuracy:--- 0.2156 Validation Loss: 2.2160969 Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.2126353 ---Validation accuracy:--- 0.145 Validation Loss: 2.278125 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 3.9265165 ---Validation accuracy:--- 0.1826 Validation Loss: 4.9953227 Epoch: 6 ---Training accuracy:--- 0.13 Training Loss: 2.750474 ---Validation accuracy:--- 0.1194 Validation Loss: 2.6668193 Epoch: 6 ---Training accuracy:--- 0.17 Training Loss: 2.5436692 ---Validation accuracy:--- 0.1908 Validation Loss: 2.4068925 Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.200396 ---Validation accuracy:--- 0.2116 Validation Loss: 2.3561234 Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.4854598 ---Validation accuracy:--- 0.194 Validation Loss: 2.3868392 Epoch: 6 ---Training accuracy:--- 0.18 Training Loss: 2.3458533 ---Validation accuracy:--- 0.1972 Validation Loss: 2.2907517 Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.2453425 ---Validation accuracy:--- 0.2084 Validation Loss: 2.260072 Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.2195938 ---Validation accuracy:--- 0.2014 Validation Loss: 2.2509623 Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.1820474 ---Validation accuracy:--- 0.2168 Validation Loss: 2.1942565 Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 2.1754088 ---Validation accuracy:--- 0.2266 Validation Loss: 2.1623502 Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 2.224644 ---Validation accuracy:--- 0.2576 Validation Loss: 2.1451406 Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.1380725 ---Validation accuracy:--- 0.2588 Validation Loss: 2.116881 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.9509043 ---Validation accuracy:--- 0.2262 Validation Loss: 2.1358554 Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.076998 ---Validation accuracy:--- 0.2234 Validation Loss: 2.110997 Epoch: 6 ---Training accuracy:--- 0.18 Training Loss: 2.094305 ---Validation accuracy:--- 0.2258 Validation Loss: 2.0927444 Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.049617 ---Validation accuracy:--- 0.1742 Validation Loss: 2.1574042 Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 2.0711884 ---Validation accuracy:--- 0.1952 Validation Loss: 2.0829036 Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.1231124 ---Validation accuracy:--- 0.1938 Validation Loss: 2.102196 Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.0782077 ---Validation accuracy:--- 0.206 Validation Loss: 2.1098082 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 2.1269433 ---Validation accuracy:--- 0.1866 Validation Loss: 2.0802703 Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 2.0829694 ---Validation accuracy:--- 0.2032 Validation Loss: 2.0726566 Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 1.9196566 ---Validation accuracy:--- 0.2142 Validation Loss: 2.0694737 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.9183835 ---Validation accuracy:--- 0.194 Validation Loss: 2.0337613 Epoch: 6 ---Training accuracy:--- 0.16 Training Loss: 2.0021074 ---Validation accuracy:--- 0.2204 Validation Loss: 2.0022504 Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 1.9683434 ---Validation accuracy:--- 0.218 Validation Loss: 1.9922585 Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.9430035 ---Validation accuracy:--- 0.2416 Validation Loss: 1.9736695 Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 1.9082271 ---Validation accuracy:--- 0.2494 Validation Loss: 1.9497111 Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.828466 ---Validation accuracy:--- 0.2624 Validation Loss: 1.9421115 Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.8023484 ---Validation accuracy:--- 0.2662 Validation Loss: 1.920144 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.8886257 ---Validation accuracy:--- 0.269 Validation Loss: 1.9168217 Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.8344601 ---Validation accuracy:--- 0.2652 Validation Loss: 1.9114357 Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.7925214 ---Validation accuracy:--- 0.2718 Validation Loss: 1.8959699 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.8506055 ---Validation accuracy:--- 0.2642 Validation Loss: 1.8692902 Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 1.8102617 ---Validation accuracy:--- 0.2718 Validation Loss: 1.8524066 Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.9068545 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---Validation accuracy:--- 0.2926 Validation Loss: 1.9086981 Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.8271079 ---Validation accuracy:--- 0.2832 Validation Loss: 1.8044262 Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7860483 ---Validation accuracy:--- 0.3188 Validation Loss: 1.7745699 Epoch: 6 ---Training accuracy:--- 0.47 Training Loss: 1.5741979 ---Validation accuracy:--- 0.316 Validation Loss: 1.7209393 Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.7274296 ---Validation accuracy:--- 0.3232 Validation Loss: 1.7500746 Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.7477466 ---Validation accuracy:--- 0.2846 Validation Loss: 1.7894543 Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.8688698 ---Validation accuracy:--- 0.2982 Validation Loss: 1.8193926 Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.630705 ---Validation accuracy:--- 0.292 Validation Loss: 1.8176024 Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.7495904 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accuracy:--- 0.3814 Validation Loss: 1.4292203 Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.6355307 ---Validation accuracy:--- 0.3714 Validation Loss: 1.4395571 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.432991 ---Validation accuracy:--- 0.4014 Validation Loss: 1.4272724 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4941626 ---Validation accuracy:--- 0.413 Validation Loss: 1.4310408 Epoch: 7 ---Training accuracy:--- 0.53 Training Loss: 1.2460487 ---Validation accuracy:--- 0.3938 Validation Loss: 1.4314812 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.491236 ---Validation accuracy:--- 0.3672 Validation Loss: 1.53231 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4702649 ---Validation accuracy:--- 0.4118 Validation Loss: 1.5092485 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4377396 ---Validation accuracy:--- 0.4056 Validation Loss: 1.5023255 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4271476 ---Validation accuracy:--- 0.3882 Validation Loss: 1.4691346 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.51957 ---Validation accuracy:--- 0.389 Validation Loss: 1.4567959 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4118011 ---Validation accuracy:--- 0.4132 Validation Loss: 1.435713 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.581803 ---Validation accuracy:--- 0.3178 Validation Loss: 1.7644848 Epoch: 7 ---Training accuracy:--- 0.25 Training Loss: 1.7752235 ---Validation accuracy:--- 0.3384 Validation Loss: 1.7581133 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.6046646 ---Validation accuracy:--- 0.3492 Validation Loss: 1.7117562 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.4180423 ---Validation accuracy:--- 0.3774 Validation Loss: 1.5360799 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3756005 ---Validation accuracy:--- 0.3776 Validation Loss: 1.5145439 Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5694448 ---Validation accuracy:--- 0.376 Validation Loss: 1.4740746 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4520774 ---Validation accuracy:--- 0.3712 Validation Loss: 1.4738767 Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4449127 ---Validation accuracy:--- 0.3764 Validation Loss: 1.4930596 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4197956 ---Validation accuracy:--- 0.3804 Validation Loss: 1.4921215 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3713516 ---Validation accuracy:--- 0.38 Validation Loss: 1.4672252 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.3534733 ---Validation accuracy:--- 0.384 Validation Loss: 1.4604177 Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.3769568 ---Validation accuracy:--- 0.3734 Validation Loss: 1.4552275 Epoch: 7 ---Training accuracy:--- 0.29 Training Loss: 1.8823406 ---Validation accuracy:--- 0.3008 Validation Loss: 1.7634844 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5908673 ---Validation 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accuracy:--- 0.368 Validation Loss: 1.444717 Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.8096869 ---Validation accuracy:--- 0.2858 Validation Loss: 1.7260033 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5287902 ---Validation accuracy:--- 0.3738 Validation Loss: 1.6291678 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.6049172 ---Validation accuracy:--- 0.4118 Validation Loss: 1.5594201 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5419488 ---Validation accuracy:--- 0.3964 Validation Loss: 1.5750571 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5140698 ---Validation accuracy:--- 0.3808 Validation Loss: 1.5519361 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4400318 ---Validation accuracy:--- 0.4018 Validation Loss: 1.5187739 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.4020679 ---Validation accuracy:--- 0.3672 Validation Loss: 1.5894907 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.517085 ---Validation accuracy:--- 0.408 Validation Loss: 1.4833351 Epoch: 7 ---Training accuracy:--- 0.5 Training Loss: 1.1686739 ---Validation accuracy:--- 0.381 Validation Loss: 1.4630442 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.4263989 ---Validation accuracy:--- 0.4046 Validation Loss: 1.4319986 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4426799 ---Validation accuracy:--- 0.4038 Validation Loss: 1.4273752 Epoch: 7 ---Training accuracy:--- 0.51 Training Loss: 1.2062804 ---Validation accuracy:--- 0.4124 Validation Loss: 1.402668 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5115533 ---Validation accuracy:--- 0.3886 Validation Loss: 1.4072584 Epoch: 7 ---Training accuracy:--- 0.51 Training Loss: 1.4137759 ---Validation accuracy:--- 0.4124 Validation Loss: 1.4053352 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4421345 ---Validation accuracy:--- 0.3968 Validation Loss: 1.4085351 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5098214 ---Validation accuracy:--- 0.355 Validation Loss: 1.6437695 Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.3444804 ---Validation accuracy:--- 0.3886 Validation Loss: 1.4538428 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3989816 ---Validation accuracy:--- 0.3888 Validation Loss: 1.4281801 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.3439133 ---Validation accuracy:--- 0.377 Validation Loss: 1.4092073 Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4925995 ---Validation accuracy:--- 0.393 Validation Loss: 1.949498 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5171756 ---Validation accuracy:--- 0.3224 Validation Loss: 1.5276989 Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5172681 ---Validation accuracy:--- 0.3878 Validation Loss: 1.4791921 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4279977 ---Validation accuracy:--- 0.3936 Validation Loss: 1.4610717 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.3721116 ---Validation accuracy:--- 0.3918 Validation Loss: 1.4275478 Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4272285 ---Validation accuracy:--- 0.3878 Validation Loss: 1.4206022 Epoch: 7 ---Training accuracy:--- 0.48 Training Loss: 1.2906995 ---Validation accuracy:--- 0.38 Validation Loss: 1.4314486 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.3927323 ---Validation accuracy:--- 0.3946 Validation Loss: 1.4253896 Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.6155252 ---Validation accuracy:--- 0.3486 Validation Loss: 1.5102032 Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.4855013 ---Validation accuracy:--- 0.3808 Validation Loss: 1.4201182 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4820725 ---Validation accuracy:--- 0.3378 Validation Loss: 1.6598883 Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5389923 ---Validation accuracy:--- 0.3422 Validation Loss: 1.5915611 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5968297 ---Validation accuracy:--- 0.342 Validation Loss: 1.5694131 Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3231499 ---Validation accuracy:--- 0.347 Validation Loss: 1.5753417 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4242831 ---Validation accuracy:--- 0.3594 Validation Loss: 1.5477855 Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5146561 ---Validation accuracy:--- 0.361 Validation Loss: 1.5196459 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5273051 ---Validation accuracy:--- 0.374 Validation Loss: 1.5388435 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3131732 ---Validation accuracy:--- 0.3764 Validation Loss: 1.502231 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.362703 ---Validation accuracy:--- 0.3844 Validation Loss: 1.4871371 Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.4965303 ---Validation accuracy:--- 0.3846 Validation Loss: 1.4911765 Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3543812 ---Validation accuracy:--- 0.3778 Validation Loss: 1.4730135 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4608972 ---Validation accuracy:--- 0.3912 Validation Loss: 1.4566461 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3724933 ---Validation accuracy:--- 0.3844 Validation Loss: 1.4405776 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3944408 ---Validation accuracy:--- 0.4304 Validation Loss: 1.4611813 Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3765912 ---Validation accuracy:--- 0.3724 Validation Loss: 1.5165831 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4274783 ---Validation accuracy:--- 0.3858 Validation Loss: 1.4721996 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.481352 ---Validation accuracy:--- 0.3814 Validation Loss: 1.4275551 Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.4228337 ---Validation accuracy:--- 0.3884 Validation Loss: 1.4134285 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.4146514 ---Validation accuracy:--- 0.3858 Validation Loss: 1.4243314 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3746952 ---Validation accuracy:--- 0.3788 Validation Loss: 1.4217994 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.2991226 ---Validation accuracy:--- 0.3772 Validation Loss: 1.4204243 Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3025348 ---Validation accuracy:--- 0.3604 Validation Loss: 1.4139858 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4504747 ---Validation accuracy:--- 0.376 Validation Loss: 1.46582 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3884755 ---Validation accuracy:--- 0.3952 Validation Loss: 1.4290402 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.365016 ---Validation accuracy:--- 0.3968 Validation Loss: 1.4327879 Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4175595 ---Validation accuracy:--- 0.4076 Validation Loss: 1.4582437 Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.406233 ---Validation accuracy:--- 0.4122 Validation Loss: 1.4871829 Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.5832858 ---Validation accuracy:--- 0.3968 Validation Loss: 1.5635887 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3177298 ---Validation accuracy:--- 0.3964 Validation Loss: 1.5317576 Epoch: 7 ---Training accuracy:--- 0.48 Training Loss: 1.3737391 ---Validation accuracy:--- 0.4096 Validation Loss: 1.4853084 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.4087116 ---Validation accuracy:--- 0.4048 Validation Loss: 1.5053654 Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.2689635 ---Validation accuracy:--- 0.418 Validation Loss: 1.4684421 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4065921 ---Validation accuracy:--- 0.4142 Validation Loss: 1.4586416 Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3952106 ---Validation accuracy:--- 0.425 Validation Loss: 1.5181297 Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3883383 ---Validation accuracy:--- 0.3674 Validation Loss: 1.5611026 Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4605637 ---Validation accuracy:--- 0.384 Validation Loss: 1.5196147 Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.5104731 ---Validation accuracy:--- 0.3794 Validation Loss: 1.5330881 Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4617712 ---Validation accuracy:--- 0.3838 Validation Loss: 1.5867658 Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5150304 ---Validation accuracy:--- 0.3728 Validation Loss: 1.5674496 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5508647 ---Validation accuracy:--- 0.3498 Validation Loss: 1.6301765 Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4325435 ---Validation accuracy:--- 0.3622 Validation Loss: 1.6003827 Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.6449252 ---Validation accuracy:--- 0.3724 Validation Loss: 1.5429844 Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5245868 ---Validation accuracy:--- 0.383 Validation Loss: 1.5260909 Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5796524 ---Validation accuracy:--- 0.3732 Validation Loss: 1.6351969 Epoch: 7 ---Training accuracy:--- 0.28 Training Loss: 2.012385 ---Validation accuracy:--- 0.28 Validation Loss: 2.1052196 Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 24.016132 ---Validation accuracy:--- 0.307 Validation Loss: 25.121086 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 6.2347865 ---Validation accuracy:--- 0.1166 Validation Loss: 6.357734 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 3.068985 ---Validation accuracy:--- 0.11 Validation Loss: 3.0299077 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.771118 ---Validation accuracy:--- 0.0958 Validation Loss: 2.9902003 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 3.1200812 ---Validation accuracy:--- 0.0958 Validation Loss: 2.939616 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.9173071 ---Validation accuracy:--- 0.0958 Validation Loss: 2.9002812 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.8750186 ---Validation accuracy:--- 0.0958 Validation Loss: 2.8615081 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.9508789 ---Validation accuracy:--- 0.11 Validation Loss: 2.8186157 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.7617943 ---Validation accuracy:--- 0.0958 Validation Loss: 2.784127 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.7645686 ---Validation accuracy:--- 0.11 Validation Loss: 2.7495778 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.7583022 ---Validation accuracy:--- 0.11 Validation Loss: 2.7159064 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.867316 ---Validation accuracy:--- 0.11 Validation Loss: 2.6798964 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.633255 ---Validation accuracy:--- 0.11 Validation Loss: 2.6539571 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.5679557 ---Validation accuracy:--- 0.11 Validation 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2.4788938 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3761437 ---Validation accuracy:--- 0.11 Validation Loss: 2.4691234 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.4477346 ---Validation accuracy:--- 0.11 Validation Loss: 2.4572647 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.4846916 ---Validation accuracy:--- 0.11 Validation Loss: 2.4441679 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.51802 ---Validation accuracy:--- 0.11 Validation Loss: 2.4296858 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.4661436 ---Validation accuracy:--- 0.11 Validation Loss: 2.418063 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.4393015 ---Validation accuracy:--- 0.11 Validation Loss: 2.40787 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.468203 ---Validation accuracy:--- 0.11 Validation Loss: 2.396915 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.4160712 ---Validation accuracy:--- 0.11 Validation Loss: 2.3881853 Epoch: 7 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Training Loss: 2.2997675 ---Validation accuracy:--- 0.107 Validation Loss: 2.3031538 Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2864916 ---Validation accuracy:--- 0.107 Validation Loss: 2.3038592 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3189402 ---Validation accuracy:--- 0.107 Validation Loss: 2.3034937 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2894523 ---Validation accuracy:--- 0.11 Validation Loss: 2.3031194 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3116953 ---Validation accuracy:--- 0.107 Validation Loss: 2.302159 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.298638 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021812 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3136187 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017194 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3071685 ---Validation accuracy:--- 0.11 Validation Loss: 2.30133 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 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Validation Loss: 2.3022542 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.290642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022926 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2966435 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026576 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2886055 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033047 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2943137 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3035157 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2996583 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303261 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2929835 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303382 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.300006 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030646 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3032858 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026614 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.301521 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3027587 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2883573 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026922 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3057952 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023422 Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2972522 ---Validation accuracy:--- 0.099 Validation Loss: 2.303244 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.282244 ---Validation accuracy:--- 0.099 Validation Loss: 2.3038235 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2993546 ---Validation accuracy:--- 0.099 Validation Loss: 2.3042066 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3136082 ---Validation accuracy:--- 0.099 Validation Loss: 2.3036215 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.307883 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031332 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3025348 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024244 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.301685 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024743 Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2932851 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301982 Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2963097 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302209 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.304642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302346 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.280767 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026311 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3054392 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023405 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3051236 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017454 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2977057 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301993 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2980063 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021343 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3033001 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024638 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.294642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022268 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3101518 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302294 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3023946 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014715 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3013532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301338 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2948377 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014581 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2963111 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015285 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.297204 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301516 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3058386 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014274 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2946084 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016493 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3018172 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013556 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2945127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009682 Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3064055 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301243 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3061225 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017094 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2961843 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3018832 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2958665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301633 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3048654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010628 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2959702 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011742 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2981582 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011472 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2957945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013358 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2988043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012114 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2976704 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301532 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2942178 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301406 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.300727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019164 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.295904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018737 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3078713 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018343 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.301714 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302175 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3024657 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302433 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.285954 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028684 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.298258 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30326 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3059897 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028028 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2941885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032308 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3028193 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024774 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.287648 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024023 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.299189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302987 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2907426 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034358 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3041945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029454 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.305314 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303049 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2957604 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032458 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3038597 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028498 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3019202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028123 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.287764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030753 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.30355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033364 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2984765 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027976 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3017304 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029842 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3033838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025799 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.298068 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022025 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2904334 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019538 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.285295 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301877 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2907598 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302017 Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3052237 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30178 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.285428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020692 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3061523 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021796 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.304445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020384 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.297005 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018887 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3073654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018756 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2939095 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302289 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.285307 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302386 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2915473 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022578 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3018563 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301988 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2917786 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022466 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.297442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023458 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2882357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302534 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3012671 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025146 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.285771 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024871 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2990584 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028219 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2951958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028216 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2904122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028634 Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2802677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035407 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3045545 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034284 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.292103 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303497 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.306181 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028495 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2927299 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032782 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2941644 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303259 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2910776 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030007 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3144937 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028831 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.2985456 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027575 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2997057 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030765 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.28861 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031232 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2966769 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035765 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.303584 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032281 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3130035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026223 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2956903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030164 Epoch: 7 ---Training accuracy:--- 0.04 Training Loss: 2.3062983 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302725 Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3112245 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302226 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2912192 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302238 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.3008785 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018038 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2991607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301909 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3072839 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018408 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2966797 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013864 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.293659 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016815 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2910676 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016622 Epoch: 7 ---Training accuracy:--- 0.21 Training Loss: 2.2843919 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301506 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3034296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014472 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2979703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014066 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3004856 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013723 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3054287 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013842 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2929049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012028 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3001661 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011286 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2944462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010325 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2918882 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013613 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2959244 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015897 Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2740457 ---Validation accuracy:--- 0.11 Validation Loss: 2.3018355 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3129907 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015022 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.284401 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014898 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2980218 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018403 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2871711 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021119 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.304299 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021822 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2918274 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024356 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2880323 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024845 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2948256 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302892 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2868018 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026907 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.282564 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302852 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.287355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029854 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.293191 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303165 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.286187 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038027 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3027127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039434 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2951748 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038754 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2744434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048048 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2824357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304889 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.284041 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3050997 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3114045 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045125 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2933297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048973 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3112578 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039742 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3231285 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027334 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2987707 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302634 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2943156 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028204 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3067818 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027074 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3020525 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026464 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2900913 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302765 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.313442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025017 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2855117 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303206 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.306198 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038175 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2998524 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040361 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2906492 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038707 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2851658 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304827 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2964332 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3054144 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3035555 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3051507 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.296647 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3053188 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.287114 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3055966 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2988338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048997 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3038685 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304515 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.305654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039966 Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.285049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039386 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3048458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035672 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2963727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032594 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2909703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038828 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.296083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040173 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2916553 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040712 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3058689 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040729 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2877376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304371 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3046525 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3041265 Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2850373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045251 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.307591 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040402 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2923849 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045185 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2990599 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3043392 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3088195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035202 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3147411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032544 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2991254 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033063 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2983892 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30305 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2873495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303413 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3071885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027008 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.283319 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030114 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.297655 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029606 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2991428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030925 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2918208 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030958 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.300789 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031366 Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.293992 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034132 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3064022 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302283 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2991278 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2981503 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015516 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2968366 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014636 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2859926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014774 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2907956 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011873 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3003244 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010476 Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2814245 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013282 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3020263 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008094 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.288513 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300973 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2880697 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013074 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2932453 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016133 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.308684 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301376 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.308328 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009882 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3065436 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011363 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3029325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012722 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2913961 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015428 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3042006 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015363 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.302878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010507 Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3064225 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008077 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3013666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007138 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2961297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007138 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2947228 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008254 Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3038511 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300769 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.294901 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3003075 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2966003 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005884 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2925763 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300484 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2960906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30022 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.302017 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004322 Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.294259 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004653 Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3131843 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004935 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2925036 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005786 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.308789 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007598 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.300448 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300618 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.301237 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300659 Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3039367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008094 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2928574 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005376 Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2924354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010237 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.29222 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013139 Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3069277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301308 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.297616 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3013468 Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2962146 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015451 Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2868562 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015993 Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2912748 ---Validation accuracy:--- 0.0976 Validation Loss: 2.301578 Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2937179 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3018415 Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2953613 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020318 Epoch: 7 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accuracy:--- 0.13 Training Loss: 2.293248 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009079 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2930396 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301073 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2981122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009217 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2947354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010156 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3064728 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009632 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2847826 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010187 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.292301 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010113 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2677922 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014035 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.303783 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301152 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.299695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010933 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3068948 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300867 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.287068 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009503 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2963946 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008149 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.303521 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006186 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2764673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300914 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2937598 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006794 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3026745 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3003352 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2993088 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983515 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004427 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2932215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005204 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3059223 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007343 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2953634 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006852 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2914999 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009038 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.277649 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013954 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.280322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017325 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.297177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016183 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.305385 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018177 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.310439 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019953 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2912588 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020356 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2927747 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022802 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.308903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018253 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.3035889 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016331 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2981782 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301927 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3003435 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015032 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.294533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301737 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3052137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014612 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.303464 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011463 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2902844 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014073 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3029144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015435 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2998102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016782 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.310195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013177 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3033972 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014183 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2809145 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020484 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.305459 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018343 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2949102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301529 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3031592 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011558 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.302664 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009503 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2868264 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009486 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2920077 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013296 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2954764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018234 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.300189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014143 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2956705 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010445 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.300743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301369 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3010666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300898 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2919881 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013804 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2851937 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014562 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2877638 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301255 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2992008 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011591 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.306138 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013673 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2937903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014786 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3096387 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006318 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008287 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2993047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006997 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3058443 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006632 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2895727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300724 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.294751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300829 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3013017 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004632 Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.302357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300916 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983847 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011122 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3061407 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300634 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3072743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007925 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2893445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007188 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299326 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007777 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3015745 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006387 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.296161 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008187 Epoch: 8 ---Training accuracy:--- 0.21 Training Loss: 2.2842765 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008118 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3035865 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009846 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2938316 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010995 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.288991 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017733 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2998712 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301842 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2916932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019302 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2955487 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014941 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.30343 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017974 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.298876 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016357 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2953956 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017602 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2945497 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302072 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297721 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021882 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3081958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022435 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019507 Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3073885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302229 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3075972 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020144 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.299437 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015597 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2942462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013706 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3029087 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300939 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3008382 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008485 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2938862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3041618 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011837 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2971258 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008046 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3017323 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301138 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2934265 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301373 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2962809 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30148 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3012936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012316 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.301026 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010566 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.297351 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018029 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2988932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301667 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3064718 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016315 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3033829 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013148 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.292667 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015077 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2901635 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014624 Epoch: 8 ---Training accuracy:--- 0.21 Training Loss: 2.2879093 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023708 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2862592 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302925 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.302918 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302223 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2919655 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022735 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3045838 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022509 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2931776 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024235 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3029833 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302183 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3026755 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021715 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2985291 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023543 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2713354 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302519 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3094373 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302734 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3089874 ---Validation accuracy:--- 0.11 Validation Loss: 2.3023264 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2914422 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022208 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299758 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019638 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3021007 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016925 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.306662 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023417 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.296799 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031175 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3032136 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3027918 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.296456 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032668 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.29959 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3034546 Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3055983 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025863 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3001282 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024356 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2912598 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303151 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2907522 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029156 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2920938 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303162 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3018687 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032806 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2923636 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030741 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3006563 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026152 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3001359 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023114 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2939584 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302927 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3093503 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302631 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.291835 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031442 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3007445 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026192 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.298412 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024492 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3077874 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019316 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3034327 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015106 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2840753 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020246 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3076568 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020267 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3025153 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025036 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3035257 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026836 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2906892 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022153 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3020492 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016765 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2983766 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301301 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2947376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010185 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2906988 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012762 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.304957 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014145 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.29675 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006315 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2879882 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007069 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3050828 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005488 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3022316 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005993 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2962425 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009512 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2974255 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011959 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2953255 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012865 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2984014 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011675 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2943306 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301595 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3150458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011825 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3052702 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014488 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2930636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013046 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2917173 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301614 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2914355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020291 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2808013 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302544 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3047757 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024848 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2935517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302852 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2906115 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031323 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3025637 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025465 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.306424 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021011 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3010995 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016968 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2927926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018298 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2952695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017406 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3024213 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018472 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3051035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2962878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021903 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2872868 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018641 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3013482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302345 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.287442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022776 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3046906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018017 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3100462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016663 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.29215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011317 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3007963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008018 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.30423 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008525 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.295607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009574 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2889903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012662 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.293751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301092 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2975807 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012624 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.297214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009913 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2956855 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010046 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2906504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011663 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3041358 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010175 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3120797 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300851 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2842124 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301278 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.300854 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008552 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2981668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008683 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.303514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009117 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3019128 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007836 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2898538 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012023 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2874346 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015442 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2941446 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301947 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2945843 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016093 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2958958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019133 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3096929 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301422 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3016768 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016324 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.292862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017304 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2946863 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301885 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2864814 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023753 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3028202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025577 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3030486 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30201 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3081963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301827 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2870612 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302684 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030262 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2967353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030465 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2872753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303612 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3071907 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303383 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2859123 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302915 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2978475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029726 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3000479 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037195 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.30448 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037822 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3041043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035011 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2969651 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303386 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3057263 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028526 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.296607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023047 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.30194 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026564 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2948215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027956 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.295514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302729 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3033862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025208 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2949872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034415 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2880235 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031962 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.29774 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033237 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2950861 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032038 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3040762 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034868 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3089504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031948 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3042939 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3036315 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2978396 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040633 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.301574 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040059 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2996936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303803 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2996802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303142 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027527 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2987847 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026762 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2878852 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302744 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.296668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027303 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2964816 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029745 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3007379 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031995 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2971063 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303329 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3061078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034275 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2970083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039393 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.298484 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303502 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.291611 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033345 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3089786 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026905 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3054037 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026905 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2996047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032246 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2936366 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303243 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2846527 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030224 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2930772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028355 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3044279 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031933 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2937086 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033106 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.287488 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035207 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.288434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037677 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3050735 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030202 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2983603 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022215 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2922926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017426 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020058 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2958267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026094 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3034875 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302598 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2981963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028097 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2952461 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025546 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3120506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022337 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302402 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3022826 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019452 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3010867 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013165 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2848997 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301459 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2904398 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016655 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3008204 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011742 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.298708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010623 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3040998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010194 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2942233 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012588 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2908907 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301348 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3000998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018134 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2949953 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015473 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2961035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021555 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3096163 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019733 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2917216 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021078 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.29214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020177 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.293665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015912 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.286367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015769 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3101885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011522 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2991278 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009956 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3085291 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300809 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2963495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007364 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3041458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300944 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3024294 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300749 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2920496 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008523 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3065434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008723 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2933102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011088 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3013904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008044 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2933078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010032 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2982159 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300821 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3038092 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009794 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.296169 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007753 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3035505 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301196 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3043041 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012269 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2939863 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015509 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3004758 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014214 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2921705 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014429 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2949753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016586 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.282532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301718 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2888594 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018339 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302391 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016734 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2969737 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014898 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2879605 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015945 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3036327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301728 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3006165 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3086367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017993 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.299254 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---Validation accuracy:--- 0.1126 Validation Loss: 2.3020215 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3021271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017442 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.306214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015442 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3012319 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301281 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3061836 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300681 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2982535 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008368 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.305274 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009636 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2847009 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300902 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3037012 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009417 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2954402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006694 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2919195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009682 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2970545 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300835 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2875402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005984 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2821517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012104 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2955217 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011732 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2883239 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014727 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3069618 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301645 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.304078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301731 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2993143 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020167 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3027177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016398 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.285904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302209 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.28965 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019755 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2909403 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016293 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2820444 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018446 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3155546 ---Validation accuracy:--- 0.107 Validation Loss: 2.3013673 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2907467 ---Validation accuracy:--- 0.107 Validation Loss: 2.301801 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.291957 ---Validation accuracy:--- 0.107 Validation Loss: 2.3021793 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3094027 ---Validation accuracy:--- 0.107 Validation Loss: 2.3017259 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2894742 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018115 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3045871 ---Validation accuracy:--- 0.107 Validation Loss: 2.3011847 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302982 ---Validation accuracy:--- 0.107 Validation Loss: 2.3010645 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3032296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011925 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2976131 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012385 Epoch: 8 ---Training accuracy:--- 0.04 Training Loss: 2.3008082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301524 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2905557 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015127 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3019514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018243 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2949524 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015718 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3012893 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014557 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.280728 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301286 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2956371 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016355 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3000925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302118 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.309156 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018286 Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.287348 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301691 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.293912 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020658 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3072338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015678 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2911866 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301357 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2953696 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013484 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2947578 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015957 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2998505 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016317 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2895682 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014042 Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3149297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014288 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.286924 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015585 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3042672 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301384 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2943609 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013246 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3109307 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301507 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3022838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016503 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2995691 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013773 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2870479 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015387 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.296267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014274 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2924852 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015757 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3155475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014464 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2900689 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017561 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2932105 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2992036 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018332 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2895153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017614 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2988226 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012984 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.290388 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301381 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.29269 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015473 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2862625 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301562 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2845626 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023388 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3099558 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022208 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2925298 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302445 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2969418 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021462 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2986987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022208 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3058746 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301748 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3021271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014455 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2953653 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017175 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.309875 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015692 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2780738 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026981 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2943878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302885 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2842975 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029926 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2767565 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303402 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2995343 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302347 Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.306475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302037 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3008127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016415 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2975054 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301747 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020062 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3044596 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017383 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3065886 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016543 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3106327 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015354 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2938428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019102 Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2916665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301631 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.294677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013172 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2891192 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014722 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.287211 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302305 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2979703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026097 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3018582 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021622 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3014104 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302026 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.300535 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024077 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3035998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018844 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2880793 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019881 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3066342 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301876 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2998247 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020563 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.294801 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016527 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3068411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013222 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.300651 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012257 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2977386 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015614 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3021848 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012516 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3004105 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015594 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.303496 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016672 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.284958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018942 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2922165 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020504 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3059585 ---Validation accuracy:--- 0.11 Validation Loss: 2.301707 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018165 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.298754 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020651 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3034759 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020709 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3056326 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30202 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2970986 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301847 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2863526 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020113 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2985806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016758 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3083577 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013282 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.300971 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010378 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3078327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008184 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2960541 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008382 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3040106 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009617 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2896438 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009136 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2973535 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012002 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3009608 ---Validation accuracy:--- 0.11 Validation Loss: 2.301634 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2971816 ---Validation accuracy:--- 0.11 Validation Loss: 2.301658 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2938542 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020878 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.293192 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024173 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.309134 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019388 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3051815 ---Validation accuracy:--- 0.11 Validation Loss: 2.302175 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.298236 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022628 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2991157 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024848 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2971103 ---Validation accuracy:--- 0.11 Validation Loss: 2.3023427 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2965038 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025286 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3093858 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020587 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2962058 ---Validation accuracy:--- 0.11 Validation Loss: 2.302305 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2937226 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027892 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3011045 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302817 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3009925 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025508 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297902 ---Validation accuracy:--- 0.11 Validation Loss: 2.302527 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.289835 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020272 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2968118 ---Validation accuracy:--- 0.11 Validation Loss: 2.301915 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.302037 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014796 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2955294 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017468 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2966416 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022547 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.306407 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017755 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2978845 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017645 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3012402 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017542 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.297071 ---Validation accuracy:--- 0.11 Validation Loss: 2.30202 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2940989 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020387 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2968957 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026834 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2965646 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020031 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2998235 ---Validation accuracy:--- 0.11 Validation Loss: 2.302271 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.302486 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020742 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3019857 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021042 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2977793 ---Validation accuracy:--- 0.11 Validation Loss: 2.302116 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2955966 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020015 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3021417 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024192 Epoch: 8 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0.11 Training Loss: 2.297757 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014083 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3067431 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016098 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2992027 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016868 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.301269 ---Validation accuracy:--- 0.11 Validation Loss: 2.30155 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.305226 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017416 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2927117 ---Validation accuracy:--- 0.11 Validation Loss: 2.301966 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2884078 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022802 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.299454 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024766 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2865853 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021152 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2949445 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025064 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2956426 ---Validation accuracy:--- 0.11 Validation Loss: 2.3028996 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297486 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3032641 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3040726 ---Validation accuracy:--- 0.1002 Validation Loss: 2.303623 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3031502 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3031547 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2882981 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3036468 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.299248 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3035877 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302254 ---Validation accuracy:--- 0.0924 Validation Loss: 2.3039453 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2956004 ---Validation accuracy:--- 0.11 Validation Loss: 2.3039374 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.306219 ---Validation accuracy:--- 0.11 Validation Loss: 2.3040755 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2955792 ---Validation accuracy:--- 0.11 Validation Loss: 2.304371 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3056293 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3042557 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2982192 ---Validation accuracy:--- 0.11 Validation Loss: 2.303782 Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3087177 ---Validation accuracy:--- 0.11 Validation Loss: 2.303571 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3070562 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026426 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2976954 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027406 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3008387 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302973 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2971919 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303254 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.3010983 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3034413 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2993968 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3035612 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3022277 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033712 Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2953472 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026092 Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2884576 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3030102 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2910993 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3031235 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2994423 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033528 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2999332 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027296 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2915335 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026755 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.310342 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022637 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022184 Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.304981 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020096 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2971194 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016253 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2935708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301825 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2981668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011634 Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2984743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008084 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2950764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006823 Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2993047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007116 Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2993317 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007655 Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3081353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300771 Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3002136 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010204 Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301337 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2983859 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301441 Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2940118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016515 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3005788 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301649 Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3032546 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015604 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.297128 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017075 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2916925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020523 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2891805 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301904 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2995722 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018327 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2917519 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023436 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2984202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022575 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.304296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022656 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.2950695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027027 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3062272 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302522 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.296437 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027442 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3058481 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026376 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3070583 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020756 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2927504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023484 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2935724 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025305 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2975547 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302274 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2965934 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033845 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2961843 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031392 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.300878 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3034704 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.293965 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3029153 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2979238 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3028905 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.295382 ---Validation accuracy:--- 0.099 Validation Loss: 2.3027894 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2800155 ---Validation accuracy:--- 0.099 Validation Loss: 2.3035054 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3105602 ---Validation accuracy:--- 0.099 Validation Loss: 2.303273 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3037162 ---Validation accuracy:--- 0.099 Validation Loss: 2.3038614 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3078687 ---Validation accuracy:--- 0.099 Validation Loss: 2.3031485 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2958229 ---Validation accuracy:--- 0.099 Validation Loss: 2.303116 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.307992 ---Validation accuracy:--- 0.099 Validation Loss: 2.302951 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2950635 ---Validation accuracy:--- 0.099 Validation Loss: 2.3033106 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3037233 ---Validation accuracy:--- 0.099 Validation Loss: 2.3035455 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.294223 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3039134 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.299219 ---Validation accuracy:--- 0.0986 Validation Loss: 2.30357 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3008175 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3036098 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3034153 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030238 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2976403 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033357 Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2854142 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3038142 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2948046 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032563 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3004906 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029003 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3104868 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024402 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.291402 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302792 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2899363 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030164 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3011312 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026004 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3057356 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026578 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3059616 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302722 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2985215 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302283 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2861862 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025167 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977602 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025649 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2949502 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025568 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.29009 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302513 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2996612 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302388 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3063838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302209 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.289824 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026676 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3006392 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302287 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3076823 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301986 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2950273 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018599 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2975636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022237 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3038666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021371 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3004687 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018968 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3050153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010907 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2992487 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011065 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.294554 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010683 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.305757 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30148 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2934458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015509 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2901697 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014226 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3016796 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010821 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2932622 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012893 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3017871 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015492 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3033924 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301336 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2955523 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301297 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.303077 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014612 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2903638 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011642 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3083706 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015976 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.293559 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019125 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019676 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2992735 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020842 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.302426 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022804 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2927234 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301822 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.290322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302476 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.28595 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302911 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2937756 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033555 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3049386 ---Validation accuracy:--- 0.0958 Validation Loss: 2.302998 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.296121 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3035014 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3036375 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3032773 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2924342 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3038347 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.300155 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035119 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.30642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302727 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2971077 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3026962 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977717 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3021834 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2904708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021567 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.304126 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301855 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2963004 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302363 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2945483 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3028948 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3044105 ---Validation accuracy:--- 0.0958 Validation Loss: 2.30267 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2988021 ---Validation accuracy:--- 0.0958 Validation Loss: 2.302155 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2998722 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302265 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3043098 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302453 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3015325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019793 Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2924292 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302245 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3047485 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021636 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2950146 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302141 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2978878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017864 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3076553 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022704 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306608 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020806 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301797 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.293236 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017828 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2933373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015552 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2968361 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012528 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2993977 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30197 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2988827 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018575 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3002596 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023074 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2991111 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019152 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3103764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016243 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2966502 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012452 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2978356 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010511 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3031151 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012846 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3002028 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011086 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.295516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010373 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300528 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009698 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2946627 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007731 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2996376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012233 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.291373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012443 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2925408 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301261 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3081725 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30183 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2952456 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018928 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2939227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023372 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3040047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017867 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2947726 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301693 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2913477 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016837 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.282271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302079 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.302716 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021631 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2983215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021684 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3022065 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023355 Epoch: 9 ---Training accuracy:--- 0.05 Training Loss: 2.309626 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028367 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.300981 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023655 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3022482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020954 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306454 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018913 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2968683 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016438 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.297284 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014297 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2993758 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017242 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3064337 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017488 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2914677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301849 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2982664 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017008 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3015227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014426 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2988632 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012764 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2985597 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008637 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2916794 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300733 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2971609 ---Validation accuracy:--- 0.11 Validation Loss: 2.301012 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.302901 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008642 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3032331 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010519 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.296799 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011186 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.287963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009489 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.302132 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008153 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3071547 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300697 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.288723 ---Validation accuracy:--- 0.11 Validation Loss: 2.3007097 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.281176 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007927 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2851367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008606 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2997115 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009164 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2981699 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011055 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2929347 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009892 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3042183 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005052 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2862492 ---Validation accuracy:--- 0.11 Validation Loss: 2.3006124 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.306849 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300646 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3075802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008115 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2951496 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301371 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3015597 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014202 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3097978 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014376 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2987363 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016336 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.294246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302044 Epoch: 9 ---Training accuracy:--- 0.04 Training Loss: 2.302817 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019335 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306681 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301734 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3047504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016343 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3068082 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020618 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2990446 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022757 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2897205 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020158 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2931406 ---Validation accuracy:--- 0.11 Validation Loss: 2.3029692 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.293842 ---Validation accuracy:--- 0.11 Validation Loss: 2.3030007 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3000045 ---Validation accuracy:--- 0.11 Validation Loss: 2.30298 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3042636 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027208 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2915308 ---Validation accuracy:--- 0.099 Validation Loss: 2.302991 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2943792 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026733 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2832527 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031878 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2991157 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302732 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2978878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025427 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2997944 ---Validation accuracy:--- 0.11 Validation Loss: 2.302439 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2984097 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018491 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2902997 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301956 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2995307 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019633 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2965312 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019633 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2991357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019397 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3080773 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301803 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2826242 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023913 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2946477 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025148 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2947738 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027434 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2924569 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028555 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2971463 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029435 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2888987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028145 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2994428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301879 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.311312 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015563 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3025107 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014677 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2919495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018367 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2973561 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014176 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3006938 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015287 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2852118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301395 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306952 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301152 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.287605 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012657 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2926164 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011544 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2855718 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014147 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2962453 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013568 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.292607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301118 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.288032 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011124 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2841673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301403 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2947986 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014584 Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2714078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021035 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2875314 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302297 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3039951 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021057 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3000083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020453 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2862644 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025258 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.31679 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018332 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2952936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301725 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3081322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014493 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992225 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014977 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.303823 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301514 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.281774 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019059 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3015723 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018312 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3017778 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016973 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3114672 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015475 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2930872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014708 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2986894 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017502 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3032043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017077 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2936137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020911 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2931402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302044 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2890763 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025837 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2983685 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025644 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2930906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302495 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2876122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030872 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2955506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032527 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.302489 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035438 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2914011 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028283 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2966137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023973 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2729855 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027685 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2963138 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026273 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3058124 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302612 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.293575 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30311 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2916963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303345 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2954082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035443 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2996902 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032112 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2952905 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302968 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3110101 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025403 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.303609 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302752 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.306994 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025773 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.29137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302464 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2876577 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302598 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3020806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024764 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2991471 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021169 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2993636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016827 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.277264 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019834 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3119802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013961 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3054888 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013523 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3029153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301477 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2931514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016336 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.303238 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017774 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2869227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301873 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2935445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024228 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2880018 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023336 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2952793 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030007 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2875466 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030145 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2943695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023489 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2965837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303011 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3073647 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025398 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.28819 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021605 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.302559 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018243 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2877536 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020222 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3077407 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020234 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.303812 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021348 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3015895 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021786 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3070753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023891 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300356 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027582 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3031485 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022554 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301967 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.2946808 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021157 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3036044 ---Validation accuracy:--- 0.0924 Validation Loss: 2.3020742 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3052857 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015058 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3050723 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011165 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301186 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3035476 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301388 Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2932174 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021152 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2987814 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302128 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2960649 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021972 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3013902 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021936 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3009446 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023322 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.305884 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302633 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3020573 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019512 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3021832 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017848 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2913125 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022528 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3026583 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026903 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2955558 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029876 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2984922 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302785 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3002765 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023643 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2988262 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302037 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2876031 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302025 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3033175 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022888 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2837973 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023398 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2958658 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023543 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.298848 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025546 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3006217 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021472 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3023975 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022776 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300484 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302481 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2974796 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026261 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2979496 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026266 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.290925 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3034134 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2932909 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029819 Epoch: 9 ---Training accuracy:--- 0.03 Training Loss: 2.3015738 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301836 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2961826 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019829 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.306315 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016875 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.295594 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017726 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2938793 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017468 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.288488 ---Validation accuracy:--- 0.0986 Validation Loss: 2.30186 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3101635 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301906 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.309852 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017561 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2986317 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020632 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.295984 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302441 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2960274 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301986 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2962515 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019643 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.295983 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019035 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2988195 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024032 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.302891 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022196 Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2835665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020856 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3138003 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015883 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2970517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014266 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2993162 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015141 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.300708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011973 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2908268 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017223 Epoch: 9 ---Training accuracy:--- 0.19 Training Loss: 2.2868097 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019774 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020737 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3056252 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023078 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2881172 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028836 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2957978 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028495 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2973034 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028116 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304241 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302619 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2994833 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303073 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3103614 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302259 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.294963 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---Validation accuracy:--- 0.1126 Validation Loss: 2.3022768 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2947772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302183 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3004007 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018448 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2997673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020713 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.314046 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302352 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3030932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022292 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2967434 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302705 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2810857 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3033664 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3017461 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3032954 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3086417 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3028755 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2972176 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3028138 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.281178 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3033516 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2922957 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3040147 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2966552 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3037024 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.295236 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3037796 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.306552 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3036447 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3052707 ---Validation accuracy:--- 0.099 Validation Loss: 2.3034527 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3009353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30284 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2960334 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025491 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.303403 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301941 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.292687 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020387 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3072338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301721 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2962506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025863 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2977111 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025017 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2955296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026881 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.303277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024182 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2937167 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303011 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3058014 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025908 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306841 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026266 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.290673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026285 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.292406 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302387 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3043914 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023968 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2911181 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302546 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2966397 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028595 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.313144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302609 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.304189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024833 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2973948 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023026 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3031104 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3023007 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.289729 ---Validation accuracy:--- 0.1002 Validation Loss: 2.30196 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3016355 ---Validation accuracy:--- 0.099 Validation Loss: 2.3015728 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3039932 ---Validation accuracy:--- 0.099 Validation Loss: 2.301638 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2984502 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3020399 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2988508 ---Validation accuracy:--- 0.099 Validation Loss: 2.3019712 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992976 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017592 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3082452 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018122 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2975569 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017876 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943795 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018782 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.296792 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018098 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3005395 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016782 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3047075 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301351 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2971601 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013387 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2966094 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018467 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.30051 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011944 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3005226 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011467 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2982557 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011675 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3024275 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016362 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3015614 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301504 Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2807803 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301332 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.306751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014832 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3016093 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301894 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.296592 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022902 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3003576 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022866 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2942514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302759 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3034725 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030062 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2850354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033805 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3105946 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026707 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.307818 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021767 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2946544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018785 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2978227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301782 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2895467 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019667 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2912772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030536 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2959082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303055 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3077533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028147 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2996643 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302529 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2957602 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018022 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2843008 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021765 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3056538 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022509 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2931046 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019872 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3070555 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3010902 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302163 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.296091 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016372 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2999449 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018606 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2905204 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026361 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.297998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018503 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2992513 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019478 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3065293 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301353 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3028283 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013089 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.295282 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301524 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3020177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017573 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.294338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017657 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2880642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017735 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.307302 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016438 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2933118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020375 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.302144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019402 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3008575 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2962098 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014407 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2905872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013706 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.303987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015351 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2930732 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016648 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3063715 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015337 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3006425 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016114 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3032835 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015985 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2978241 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018117 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.301933 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019567 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3050327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017588 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3001246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019075 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2938933 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301523 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.300862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301468 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977815 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011627 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3008523 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010151 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.290943 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014262 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.291454 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015282 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3037553 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015184 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2981179 ---Validation accuracy:--- 0.107 Validation Loss: 2.3013453 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.301812 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010983 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.301631 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301438 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2902906 ---Validation accuracy:--- 0.0924 Validation Loss: 2.301744 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2974846 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011837 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2949724 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008847 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2959118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009288 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2983565 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005898 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2898579 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005989 Epoch: 9 ---Training accuracy:--- 0.05 Training Loss: 2.3222272 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006797 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943375 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006914 Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2750254 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300931 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2925591 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009374 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2955549 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006465 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3086143 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009562 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3035073 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012662 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3036544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010364 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2960072 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011415 Epoch: 9 ---Training accuracy:--- 0.19 Training Loss: 2.2866113 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011522 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.282144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018758 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3062186 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30118 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.295033 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009071 Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2996628 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011134 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2895963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301175 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2989817 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011653 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.298613 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011327 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2957811 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301567 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2837749 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018339 Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2810123 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019629 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3071678 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021011 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2973928 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301849 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.295805 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017614 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2898552 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019063 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3151925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017406 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.2981904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015554 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.293653 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016665 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2884188 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018079 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3131049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019507 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2876358 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021505 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.308586 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017259 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2926116 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017855 Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2920122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014693 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3002646 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013337 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2888532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014472 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.307988 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013859 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2926338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301124 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.30197 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012838 Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.3018963 ---Validation accuracy:--- 0.11 Validation Loss: 2.3009243 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2859185 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012483 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3018103 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010015 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.296733 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010316 Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306548 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012743 Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3147159 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012693 Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3009837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010507 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.297139 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300984 Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3001516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015583 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3014703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018293 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.284184 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020945 Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2938516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021204 Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2813811 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302548 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3031378 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025289 Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.300423 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302291 Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.297909 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012354 Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.281682 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301228 Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.317909 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006685 Wall time: 1min 48s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.82 Average Training Loss: 0.4776445 Average Validation Accuracy: 0.756 Average Validation Loss: 0.4732594
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_hidden3 = 20
n_hidden4 = 20
n_hidden5 = 20
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu)
hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu)
hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu)
logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2785103 ---Validation accuracy:--- 0.0916 Validation Loss: 2.2913618 Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2680907 ---Validation accuracy:--- 0.1404 Validation Loss: 2.2794037 Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.235782 ---Validation accuracy:--- 0.13 Validation Loss: 2.2681599 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.230075 ---Validation accuracy:--- 0.1756 Validation Loss: 2.2581968 Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2616296 ---Validation accuracy:--- 0.1146 Validation Loss: 2.2523844 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.21822 ---Validation accuracy:--- 0.2038 Validation Loss: 2.2311654 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1881368 ---Validation accuracy:--- 0.1694 Validation Loss: 2.2275846 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.1264346 ---Validation accuracy:--- 0.2708 Validation Loss: 2.1812437 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.01086 ---Validation accuracy:--- 0.27 Validation Loss: 2.1169739 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.10722 ---Validation accuracy:--- 0.3118 Validation Loss: 2.140902 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0106506 ---Validation accuracy:--- 0.3486 Validation Loss: 2.012683 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.0432627 ---Validation accuracy:--- 0.236 Validation Loss: 2.083448 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1119497 ---Validation accuracy:--- 0.189 Validation Loss: 2.153468 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1613343 ---Validation accuracy:--- 0.3336 Validation Loss: 2.1033535 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8362682 ---Validation accuracy:--- 0.3296 Validation Loss: 1.929306 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.7779586 ---Validation accuracy:--- 0.4646 Validation Loss: 1.8611199 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.83866 ---Validation accuracy:--- 0.2636 Validation Loss: 1.9935327 Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2311647 ---Validation accuracy:--- 0.1154 Validation Loss: 2.22868 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.6489227 ---Validation accuracy:--- 0.103 Validation Loss: 2.8652332 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.277883 ---Validation accuracy:--- 0.1018 Validation Loss: 2.2956057 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2929313 ---Validation accuracy:--- 0.1074 Validation Loss: 2.2843218 Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2158396 ---Validation accuracy:--- 0.1562 Validation Loss: 2.2544985 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.235013 ---Validation accuracy:--- 0.1482 Validation Loss: 2.2159455 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2141128 ---Validation accuracy:--- 0.187 Validation Loss: 2.1812134 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.1573846 ---Validation accuracy:--- 0.1172 Validation Loss: 2.266104 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3297398 ---Validation accuracy:--- 0.0698 Validation Loss: 2.2960126 Epoch: 0 ---Training accuracy:--- 0.07 Training Loss: 2.2760613 ---Validation accuracy:--- 0.0946 Validation Loss: 2.2742732 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2000723 ---Validation accuracy:--- 0.1266 Validation Loss: 2.2655337 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1979156 ---Validation accuracy:--- 0.2244 Validation Loss: 2.219298 Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.1595283 ---Validation accuracy:--- 0.2128 Validation Loss: 2.1693544 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0758061 ---Validation accuracy:--- 0.2674 Validation Loss: 2.0925577 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9822171 ---Validation accuracy:--- 0.248 Validation Loss: 2.0180945 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.130735 ---Validation accuracy:--- 0.1796 Validation Loss: 2.2726927 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2533395 ---Validation accuracy:--- 0.1626 Validation Loss: 2.190461 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.24974 ---Validation accuracy:--- 0.1256 Validation Loss: 2.2666495 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.1585991 ---Validation accuracy:--- 0.1664 Validation Loss: 2.1941147 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.041563 ---Validation accuracy:--- 0.2352 Validation Loss: 2.0833 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 2.1242979 ---Validation accuracy:--- 0.3122 Validation Loss: 2.114303 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0227556 ---Validation accuracy:--- 0.3224 Validation Loss: 2.0156448 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8786438 ---Validation accuracy:--- 0.3168 Validation Loss: 1.978452 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9999315 ---Validation accuracy:--- 0.3142 Validation Loss: 1.991891 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7774707 ---Validation accuracy:--- 0.3068 Validation Loss: 1.8272871 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.823869 ---Validation accuracy:--- 0.3148 Validation Loss: 1.8525097 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8789929 ---Validation accuracy:--- 0.3094 Validation Loss: 1.854268 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9982893 ---Validation accuracy:--- 0.2108 Validation Loss: 2.0978844 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0176508 ---Validation accuracy:--- 0.2672 Validation Loss: 1.9779078 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.7717968 ---Validation accuracy:--- 0.3284 Validation Loss: 1.7902354 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.6376489 ---Validation accuracy:--- 0.3542 Validation Loss: 1.7219532 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5934987 ---Validation accuracy:--- 0.36 Validation Loss: 1.6885504 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6481954 ---Validation accuracy:--- 0.2896 Validation Loss: 1.7144992 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.4974426 ---Validation accuracy:--- 0.3232 Validation Loss: 1.6284814 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8749205 ---Validation accuracy:--- 0.3258 Validation Loss: 2.0096874 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1323504 ---Validation accuracy:--- 0.2632 Validation Loss: 2.2411828 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8448049 ---Validation accuracy:--- 0.2932 Validation Loss: 1.9141573 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8922162 ---Validation accuracy:--- 0.3252 Validation Loss: 1.8620838 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7411481 ---Validation accuracy:--- 0.337 Validation Loss: 1.7744051 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7170917 ---Validation accuracy:--- 0.393 Validation Loss: 1.75797 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.704439 ---Validation accuracy:--- 0.3532 Validation Loss: 1.7935648 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8461918 ---Validation accuracy:--- 0.3394 Validation Loss: 1.9506156 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.6635495 ---Validation accuracy:--- 0.418 Validation Loss: 1.6953621 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5926465 ---Validation accuracy:--- 0.4622 Validation Loss: 1.5960807 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5455127 ---Validation accuracy:--- 0.3622 Validation Loss: 1.7173531 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8974499 ---Validation accuracy:--- 0.2714 Validation Loss: 2.0050461 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.6815362 ---Validation accuracy:--- 0.488 Validation Loss: 1.7119036 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5199149 ---Validation accuracy:--- 0.4858 Validation Loss: 1.573865 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.510502 ---Validation accuracy:--- 0.5052 Validation Loss: 1.444839 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.843418 ---Validation accuracy:--- 0.3176 Validation Loss: 2.1374989 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.080302 ---Validation accuracy:--- 0.3054 Validation Loss: 2.238608 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.7849853 ---Validation accuracy:--- 0.3012 Validation Loss: 1.8827451 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7077347 ---Validation accuracy:--- 0.3948 Validation Loss: 1.7342976 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.6047215 ---Validation accuracy:--- 0.3886 Validation Loss: 1.6884781 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4873009 ---Validation accuracy:--- 0.4058 Validation Loss: 1.6343727 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5604413 ---Validation accuracy:--- 0.4084 Validation Loss: 1.5490414 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4286407 ---Validation accuracy:--- 0.4122 Validation Loss: 1.5014687 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4041857 ---Validation accuracy:--- 0.3998 Validation Loss: 1.5213981 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4480268 ---Validation accuracy:--- 0.4132 Validation Loss: 1.5023148 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4056706 ---Validation accuracy:--- 0.4024 Validation Loss: 1.5338997 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.6316446 ---Validation accuracy:--- 0.3808 Validation Loss: 1.6032393 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7783264 ---Validation accuracy:--- 0.4066 Validation Loss: 1.6876028 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7042178 ---Validation accuracy:--- 0.3546 Validation Loss: 1.6263801 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.4464562 ---Validation accuracy:--- 0.4268 Validation Loss: 1.4151486 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.363173 ---Validation accuracy:--- 0.4426 Validation Loss: 1.3735359 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4969596 ---Validation accuracy:--- 0.4254 Validation Loss: 1.4157519 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.3724827 ---Validation accuracy:--- 0.3806 Validation Loss: 1.4686062 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9730046 ---Validation accuracy:--- 0.2872 Validation Loss: 1.9094808 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6330063 ---Validation accuracy:--- 0.3604 Validation Loss: 1.600264 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.4608351 ---Validation accuracy:--- 0.315 Validation Loss: 1.5820316 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2862622 ---Validation accuracy:--- 0.4526 Validation Loss: 1.4260265 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2177861 ---Validation accuracy:--- 0.4822 Validation Loss: 1.3120984 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2065654 ---Validation accuracy:--- 0.4886 Validation Loss: 1.2756408 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1286557 ---Validation accuracy:--- 0.4598 Validation Loss: 1.2672675 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.235949 ---Validation accuracy:--- 0.4408 Validation Loss: 1.3857963 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4820975 ---Validation accuracy:--- 0.4276 Validation Loss: 1.4837358 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4228467 ---Validation accuracy:--- 0.3732 Validation Loss: 1.4468851 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.3510977 ---Validation accuracy:--- 0.4658 Validation Loss: 1.3602326 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3745258 ---Validation accuracy:--- 0.5166 Validation Loss: 1.3254594 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.1855023 ---Validation accuracy:--- 0.4986 Validation Loss: 1.2846148 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.2833798 ---Validation accuracy:--- 0.5088 Validation Loss: 1.2562864 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0381345 ---Validation accuracy:--- 0.4926 Validation Loss: 1.3041809 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4734101 ---Validation accuracy:--- 0.4426 Validation Loss: 1.5748086 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4078174 ---Validation accuracy:--- 0.4298 Validation Loss: 1.5073111 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.2312064 ---Validation accuracy:--- 0.4376 Validation Loss: 1.3960001 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.3867731 ---Validation accuracy:--- 0.4064 Validation Loss: 1.4873074 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.3069168 ---Validation accuracy:--- 0.4524 Validation Loss: 1.3079447 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.3047048 ---Validation accuracy:--- 0.5194 Validation Loss: 1.2328122 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1842246 ---Validation accuracy:--- 0.511 Validation Loss: 1.2783678 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2190506 ---Validation accuracy:--- 0.4942 Validation Loss: 1.2432846 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0814377 ---Validation accuracy:--- 0.5028 Validation Loss: 1.2234603 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1494174 ---Validation accuracy:--- 0.4856 Validation Loss: 1.2221674 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3427794 ---Validation accuracy:--- 0.504 Validation Loss: 1.3024149 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5085377 ---Validation accuracy:--- 0.435 Validation Loss: 1.4657876 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1920602 ---Validation accuracy:--- 0.491 Validation Loss: 1.3390493 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3532889 ---Validation accuracy:--- 0.5126 Validation Loss: 1.4530402 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.413735 ---Validation accuracy:--- 0.4728 Validation Loss: 1.4560486 Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2680452 ---Validation accuracy:--- 0.492 Validation Loss: 1.3899745 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2210983 ---Validation accuracy:--- 0.554 Validation Loss: 1.2617315 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1780995 ---Validation accuracy:--- 0.5736 Validation Loss: 1.2577372 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1458886 ---Validation accuracy:--- 0.551 Validation Loss: 1.1839058 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.2072562 ---Validation accuracy:--- 0.5698 Validation Loss: 1.2038838 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.193455 ---Validation accuracy:--- 0.5368 Validation Loss: 1.2498388 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2126888 ---Validation accuracy:--- 0.5192 Validation Loss: 1.3077539 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3839606 ---Validation accuracy:--- 0.5412 Validation Loss: 1.300675 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4489326 ---Validation accuracy:--- 0.4538 Validation Loss: 1.4302684 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.3154565 ---Validation accuracy:--- 0.5114 Validation Loss: 1.2940247 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1267018 ---Validation accuracy:--- 0.5696 Validation Loss: 1.2535273 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.1190495 ---Validation accuracy:--- 0.5074 Validation Loss: 1.4180695 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.5214342 ---Validation accuracy:--- 0.4922 Validation Loss: 1.601061 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7111572 ---Validation accuracy:--- 0.3268 Validation Loss: 1.7629371 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7530822 ---Validation accuracy:--- 0.3434 Validation Loss: 1.7497584 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.4559976 ---Validation accuracy:--- 0.4684 Validation Loss: 1.5022445 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.246595 ---Validation accuracy:--- 0.461 Validation Loss: 1.47375 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.5508417 ---Validation accuracy:--- 0.3316 Validation Loss: 1.7120297 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4943539 ---Validation accuracy:--- 0.3742 Validation Loss: 1.5270653 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2803305 ---Validation accuracy:--- 0.488 Validation Loss: 1.2973807 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0616734 ---Validation accuracy:--- 0.5438 Validation Loss: 1.2315817 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.2149419 ---Validation accuracy:--- 0.586 Validation Loss: 1.1798033 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0023099 ---Validation accuracy:--- 0.5788 Validation Loss: 1.1652176 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2515689 ---Validation accuracy:--- 0.6518 Validation Loss: 1.131996 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.069438 ---Validation accuracy:--- 0.6302 Validation Loss: 1.0477928 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.5827938 ---Validation accuracy:--- 0.5816 Validation Loss: 1.4590471 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1724 ---Validation accuracy:--- 0.4886 Validation Loss: 1.3299615 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0915039 ---Validation accuracy:--- 0.5188 Validation Loss: 1.1897174 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8849416 ---Validation accuracy:--- 0.5912 Validation Loss: 1.1213704 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0955837 ---Validation accuracy:--- 0.615 Validation Loss: 1.0610746 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.84840393 ---Validation accuracy:--- 0.6434 Validation Loss: 1.0654525 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9390899 ---Validation accuracy:--- 0.6784 Validation Loss: 1.018018 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.099103 ---Validation accuracy:--- 0.5544 Validation Loss: 1.2062137 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.4104049 ---Validation accuracy:--- 0.5852 Validation Loss: 1.21984 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7013315 ---Validation accuracy:--- 0.6386 Validation Loss: 0.99624413 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.77459043 ---Validation accuracy:--- 0.6528 Validation Loss: 0.95794755 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8294395 ---Validation accuracy:--- 0.6152 Validation Loss: 1.0324229 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.8892441 ---Validation accuracy:--- 0.7392 Validation Loss: 0.9263873 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.81087965 ---Validation accuracy:--- 0.6296 Validation Loss: 0.97672784 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9397572 ---Validation accuracy:--- 0.577 Validation Loss: 1.13137 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.96550184 ---Validation accuracy:--- 0.702 Validation Loss: 0.94334346 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7529698 ---Validation accuracy:--- 0.6582 Validation Loss: 0.92679334 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.0879979 ---Validation accuracy:--- 0.6736 Validation Loss: 1.0881321 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.90528315 ---Validation accuracy:--- 0.6862 Validation Loss: 0.90419376 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.83403534 ---Validation accuracy:--- 0.6456 Validation Loss: 0.9401711 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7644062 ---Validation accuracy:--- 0.6644 Validation Loss: 0.94893205 Epoch: 0 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Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.55428374 ---Validation accuracy:--- 0.741 Validation Loss: 0.8296705 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.65841866 ---Validation accuracy:--- 0.7682 Validation Loss: 0.81412756 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.3120514 ---Validation accuracy:--- 0.609 Validation Loss: 1.327476 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.6945075 ---Validation accuracy:--- 0.552 Validation Loss: 1.3535284 Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.164294 ---Validation accuracy:--- 0.5728 Validation Loss: 1.3329092 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1430495 ---Validation accuracy:--- 0.588 Validation Loss: 1.386817 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3850741 ---Validation accuracy:--- 0.471 Validation Loss: 1.548575 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1563209 ---Validation accuracy:--- 0.567 Validation Loss: 1.1965332 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0849278 ---Validation accuracy:--- 0.5758 Validation Loss: 1.1313308 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0870152 ---Validation accuracy:--- 0.5932 Validation Loss: 1.1403381 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8916721 ---Validation accuracy:--- 0.6094 Validation Loss: 1.036967 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.78810424 ---Validation accuracy:--- 0.6876 Validation Loss: 0.870927 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.9383989 ---Validation accuracy:--- 0.7372 Validation Loss: 0.86848515 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.79011625 ---Validation accuracy:--- 0.6712 Validation Loss: 0.8930531 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0372592 ---Validation accuracy:--- 0.6424 Validation Loss: 1.055179 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63617396 ---Validation accuracy:--- 0.7396 Validation Loss: 0.7955515 Epoch: 0 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Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.75669175 ---Validation accuracy:--- 0.7048 Validation Loss: 0.86677736 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.70724887 ---Validation accuracy:--- 0.7648 Validation Loss: 0.7653874 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6591536 ---Validation accuracy:--- 0.7554 Validation Loss: 0.69640803 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5652039 ---Validation accuracy:--- 0.7568 Validation Loss: 0.67848414 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6225763 ---Validation accuracy:--- 0.7256 Validation Loss: 0.75878865 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.83101845 ---Validation accuracy:--- 0.7052 Validation Loss: 0.8145585 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.69867575 ---Validation accuracy:--- 0.6684 Validation Loss: 0.7954751 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.47198832 ---Validation accuracy:--- 0.7506 Validation Loss: 0.7134799 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7168655 ---Validation accuracy:--- 0.7906 Validation Loss: 0.6768927 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.57706314 ---Validation accuracy:--- 0.6838 Validation Loss: 0.9146827 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.244011 ---Validation accuracy:--- 0.5346 Validation Loss: 1.2491252 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1961426 ---Validation accuracy:--- 0.5502 Validation Loss: 1.1742103 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8902633 ---Validation accuracy:--- 0.728 Validation Loss: 0.9190368 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8377988 ---Validation accuracy:--- 0.6738 Validation Loss: 0.88794756 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6601059 ---Validation accuracy:--- 0.7996 Validation Loss: 0.73701423 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5113409 ---Validation accuracy:--- 0.754 Validation Loss: 0.7512998 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6855823 ---Validation accuracy:--- 0.736 Validation Loss: 0.79481727 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8779468 ---Validation accuracy:--- 0.7216 Validation Loss: 0.8271078 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.81948143 ---Validation accuracy:--- 0.703 Validation Loss: 0.80305916 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42646125 ---Validation accuracy:--- 0.7858 Validation Loss: 0.68559563 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6293923 ---Validation accuracy:--- 0.7582 Validation Loss: 0.72732425 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6460006 ---Validation accuracy:--- 0.7574 Validation Loss: 0.7505935 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7438028 ---Validation accuracy:--- 0.7172 Validation Loss: 0.8352379 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7645758 ---Validation accuracy:--- 0.6414 Validation Loss: 0.9637621 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58085227 ---Validation accuracy:--- 0.7456 Validation Loss: 0.7591018 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7268593 ---Validation accuracy:--- 0.7682 Validation Loss: 0.7053483 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5659897 ---Validation accuracy:--- 0.772 Validation Loss: 0.73351526 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7306238 ---Validation accuracy:--- 0.7086 Validation Loss: 0.8760156 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.823462 ---Validation accuracy:--- 0.7012 Validation Loss: 0.7890802 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.77210724 ---Validation accuracy:--- 0.746 Validation Loss: 0.8156018 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.54971224 ---Validation accuracy:--- 0.7716 Validation Loss: 0.70416003 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7464374 ---Validation accuracy:--- 0.7392 Validation 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Validation Loss: 0.785704 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9700787 ---Validation accuracy:--- 0.6408 Validation Loss: 1.2502815 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.272049 ---Validation accuracy:--- 0.6472 Validation Loss: 1.3590635 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0814788 ---Validation accuracy:--- 0.5564 Validation Loss: 1.1912689 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0540067 ---Validation accuracy:--- 0.662 Validation Loss: 1.0413308 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.72404444 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0046201 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9248709 ---Validation accuracy:--- 0.6424 Validation Loss: 1.0147276 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.96894366 ---Validation accuracy:--- 0.7114 Validation Loss: 0.9667152 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.68011534 ---Validation accuracy:--- 0.6648 Validation Loss: 1.0211346 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2904242 ---Validation accuracy:--- 0.59 Validation Loss: 1.3610185 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2956091 ---Validation accuracy:--- 0.523 Validation Loss: 1.2580814 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 1.022112 ---Validation accuracy:--- 0.6476 Validation Loss: 1.0718322 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.82721114 ---Validation accuracy:--- 0.6908 Validation Loss: 0.94756895 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.8239949 ---Validation accuracy:--- 0.6932 Validation Loss: 0.9415525 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.717715 ---Validation accuracy:--- 0.7058 Validation Loss: 0.8168124 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7234202 ---Validation accuracy:--- 0.6606 Validation Loss: 0.9041583 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8607973 ---Validation accuracy:--- 0.6782 Validation Loss: 0.9197505 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.983351 ---Validation accuracy:--- 0.6382 Validation Loss: 0.9581631 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8775665 ---Validation accuracy:--- 0.6956 Validation Loss: 0.8788637 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7563778 ---Validation accuracy:--- 0.6798 Validation Loss: 0.8036692 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.86028075 ---Validation accuracy:--- 0.67 Validation Loss: 0.93821114 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.74835914 ---Validation accuracy:--- 0.6884 Validation Loss: 0.88684064 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7408982 ---Validation accuracy:--- 0.696 Validation Loss: 0.84203553 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.93178606 ---Validation accuracy:--- 0.678 Validation Loss: 1.0111123 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.7865671 ---Validation accuracy:--- 0.6224 Validation Loss: 0.9258432 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.75311875 ---Validation accuracy:--- 0.6146 Validation Loss: 0.90356034 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8574568 ---Validation accuracy:--- 0.6742 Validation Loss: 0.9221199 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.79649574 ---Validation accuracy:--- 0.804 Validation Loss: 0.75599986 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6446534 ---Validation accuracy:--- 0.7818 Validation Loss: 0.6873572 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5900318 ---Validation accuracy:--- 0.794 Validation Loss: 0.660167 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.75642836 ---Validation accuracy:--- 0.7488 Validation Loss: 0.73922986 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.53138274 ---Validation accuracy:--- 0.7932 Validation Loss: 0.6664276 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.54284745 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6777363 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4882148 ---Validation accuracy:--- 0.7788 Validation Loss: 0.6263074 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.54618394 ---Validation accuracy:--- 0.8066 Validation Loss: 0.634514 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.48006958 ---Validation accuracy:--- 0.8214 Validation Loss: 0.59820974 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.60474306 ---Validation accuracy:--- 0.6908 Validation Loss: 0.87255174 Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1294624 ---Validation accuracy:--- 0.6726 Validation Loss: 1.0398606 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.6599231 ---Validation accuracy:--- 0.6676 Validation Loss: 0.8772955 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7848021 ---Validation accuracy:--- 0.687 Validation Loss: 0.9864679 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8868552 ---Validation accuracy:--- 0.7562 Validation Loss: 0.82131183 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5682042 ---Validation accuracy:--- 0.7296 Validation Loss: 0.75837386 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.5874752 ---Validation accuracy:--- 0.7736 Validation Loss: 0.6818127 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.53140604 ---Validation accuracy:--- 0.8086 Validation Loss: 0.6236268 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.52664447 ---Validation accuracy:--- 0.811 Validation Loss: 0.6261845 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5606439 ---Validation accuracy:--- 0.7758 Validation Loss: 0.6232339 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.66915023 ---Validation accuracy:--- 0.7766 Validation Loss: 0.654452 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63703513 ---Validation accuracy:--- 0.8156 Validation Loss: 0.63081515 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40131217 ---Validation 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0.39209306 ---Validation accuracy:--- 0.8524 Validation Loss: 0.502508 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.42925462 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5266729 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43293676 ---Validation accuracy:--- 0.8536 Validation Loss: 0.51068705 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.39392462 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5532791 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.4685271 ---Validation accuracy:--- 0.829 Validation Loss: 0.5448319 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43667924 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5110487 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.55682355 ---Validation accuracy:--- 0.8062 Validation Loss: 0.64339393 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5936982 ---Validation accuracy:--- 0.7534 Validation Loss: 0.820683 Epoch: 0 ---Training accuracy:--- 0.73 Training 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Training Loss: 0.42604864 ---Validation accuracy:--- 0.8724 Validation Loss: 0.44856864 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3521983 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5118304 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3659581 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44564775 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.317984 ---Validation accuracy:--- 0.8728 Validation Loss: 0.44819424 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35426253 ---Validation accuracy:--- 0.8616 Validation Loss: 0.46787432 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5957385 ---Validation accuracy:--- 0.8114 Validation Loss: 0.60213995 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27582723 ---Validation accuracy:--- 0.8616 Validation Loss: 0.46645513 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64914477 ---Validation accuracy:--- 0.8196 Validation Loss: 0.6035875 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.47230914 ---Validation accuracy:--- 0.7786 Validation Loss: 0.67031384 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5041109 ---Validation accuracy:--- 0.8348 Validation Loss: 0.5459633 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.44374767 ---Validation accuracy:--- 0.8564 Validation Loss: 0.47804883 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.46122935 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5716083 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5301257 ---Validation accuracy:--- 0.803 Validation Loss: 0.61710936 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58767503 ---Validation accuracy:--- 0.8158 Validation Loss: 0.5817086 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48094642 ---Validation accuracy:--- 0.8258 Validation Loss: 0.54993916 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.4428462 ---Validation accuracy:--- 0.8686 Validation Loss: 0.46108335 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4641775 ---Validation accuracy:--- 0.841 Validation Loss: 0.52718884 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47884285 ---Validation accuracy:--- 0.838 Validation Loss: 0.5153945 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40027115 ---Validation accuracy:--- 0.8682 Validation Loss: 0.47380722 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.3333788 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5087129 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46838146 ---Validation accuracy:--- 0.7906 Validation Loss: 0.614088 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.65475404 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5202046 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.36950326 ---Validation accuracy:--- 0.8754 Validation Loss: 0.45246577 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3655471 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5181908 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35858962 ---Validation accuracy:--- 0.8682 Validation Loss: 0.46132284 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.44245458 ---Validation accuracy:--- 0.8406 Validation Loss: 0.5358526 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27337915 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4274994 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41827783 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4772003 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36730492 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4739499 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2566528 ---Validation accuracy:--- 0.8834 Validation Loss: 0.42795482 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3669504 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4689583 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.38219243 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47709554 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.45742714 ---Validation accuracy:--- 0.8654 Validation Loss: 0.4681122 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32779026 ---Validation accuracy:--- 0.8704 Validation Loss: 0.46782354 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22907026 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43305147 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31629485 ---Validation accuracy:--- 0.886 Validation Loss: 0.41714102 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.48966405 ---Validation accuracy:--- 0.8122 Validation Loss: 0.58781755 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6924943 ---Validation accuracy:--- 0.771 Validation Loss: 0.6320834 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.49128684 ---Validation accuracy:--- 0.8622 Validation Loss: 0.4963892 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30570453 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4556185 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3110738 ---Validation accuracy:--- 0.8706 Validation Loss: 0.46992704 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37069634 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42224464 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41714624 ---Validation accuracy:--- 0.855 Validation Loss: 0.4993507 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28215188 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4363542 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30835503 ---Validation accuracy:--- 0.885 Validation Loss: 0.40438458 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47656274 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44583535 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26076257 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41998306 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20877102 ---Validation 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0.26296303 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42995206 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2187929 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38625538 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29170913 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40695018 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13289909 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38595617 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24385591 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38612932 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28124633 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4093855 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31266406 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42908275 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.41309395 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5390937 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2166472 ---Validation accuracy:--- 0.852 Validation Loss: 0.49844736 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.75333166 ---Validation accuracy:--- 0.8106 Validation Loss: 0.624699 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32197398 ---Validation accuracy:--- 0.8632 Validation Loss: 0.48485807 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22253448 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40480834 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.45007107 ---Validation accuracy:--- 0.86 Validation Loss: 0.4924355 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.502358 ---Validation accuracy:--- 0.8344 Validation Loss: 0.5682509 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31952146 ---Validation accuracy:--- 0.8658 Validation Loss: 0.46145654 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30733556 ---Validation accuracy:--- 0.8594 Validation Loss: 0.48354033 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27230534 ---Validation accuracy:--- 0.8566 Validation Loss: 0.4970297 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31900185 ---Validation accuracy:--- 0.847 Validation Loss: 0.5744186 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.81662005 ---Validation accuracy:--- 0.8334 Validation Loss: 0.60926443 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5079372 ---Validation accuracy:--- 0.8144 Validation Loss: 0.61146086 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5111765 ---Validation accuracy:--- 0.7972 Validation Loss: 0.8533764 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8597096 ---Validation accuracy:--- 0.6958 Validation Loss: 1.0069377 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.76756686 ---Validation accuracy:--- 0.7666 Validation Loss: 0.8305916 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.58517915 ---Validation accuracy:--- 0.848 Validation Loss: 0.5800274 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36420798 ---Validation accuracy:--- 0.8678 Validation Loss: 0.5147742 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32789707 ---Validation accuracy:--- 0.8614 Validation Loss: 0.49608228 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31961626 ---Validation accuracy:--- 0.8642 Validation Loss: 0.46878448 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4269882 ---Validation accuracy:--- 0.8762 Validation Loss: 0.4690723 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43940845 ---Validation accuracy:--- 0.87 Validation Loss: 0.47328687 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3452846 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44963986 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34913364 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5307721 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26734638 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45353663 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43934667 ---Validation accuracy:--- 0.8416 Validation Loss: 0.49564454 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31901127 ---Validation accuracy:--- 0.8826 Validation Loss: 0.42052558 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34801003 ---Validation accuracy:--- 0.8868 Validation Loss: 0.411237 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2744145 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3864563 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35793057 ---Validation accuracy:--- 0.8834 Validation Loss: 0.45186225 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2461348 ---Validation accuracy:--- 0.8794 Validation Loss: 0.47750548 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24831876 ---Validation accuracy:--- 0.8774 Validation Loss: 0.4555801 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23749217 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38910842 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3440587 ---Validation accuracy:--- 0.8806 Validation Loss: 0.43151417 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27460456 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40854186 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28277272 ---Validation accuracy:--- 0.8866 Validation Loss: 0.411223 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3280809 ---Validation accuracy:--- 0.871 Validation Loss: 0.45026222 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4732083 ---Validation accuracy:--- 0.8624 Validation Loss: 0.46848032 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20614979 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4484467 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33380553 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4105168 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40868846 ---Validation accuracy:--- 0.8674 Validation Loss: 0.49555773 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37210885 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4522418 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29229587 ---Validation accuracy:--- 0.897 Validation Loss: 0.38134825 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.46157825 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36718446 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35079986 ---Validation accuracy:--- 0.866 Validation Loss: 0.44844747 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3408023 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42349717 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4400618 ---Validation accuracy:--- 0.8846 Validation Loss: 0.40607256 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.42276576 ---Validation accuracy:--- 0.8606 Validation Loss: 0.50791097 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39099976 ---Validation accuracy:--- 0.8822 Validation Loss: 0.44822046 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3279822 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40005118 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24326685 ---Validation accuracy:--- 0.884 Validation Loss: 0.4137424 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34603477 ---Validation accuracy:--- 0.893 Validation Loss: 0.394793 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36884278 ---Validation accuracy:--- 0.8782 Validation Loss: 0.44150034 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12667899 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3608679 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3603183 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36288205 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24840096 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3633924 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3127538 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3731882 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30719498 ---Validation accuracy:--- 0.8104 Validation Loss: 0.5159548 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24549122 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38729605 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18956272 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3742693 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20616764 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37188485 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.07939646 ---Validation accuracy:--- 0.901 Validation Loss: 0.35395297 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25782198 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39726815 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20472021 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37270913 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2890732 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3718105 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24376054 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4187362 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35763413 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4137208 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30403006 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38437912 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3875976 ---Validation accuracy:--- 0.8844 Validation Loss: 0.39454737 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3933389 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41276357 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3303898 ---Validation accuracy:--- 0.8754 Validation Loss: 0.48010385 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22805458 ---Validation accuracy:--- 0.8978 Validation Loss: 0.4113508 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21508497 ---Validation accuracy:--- 0.8946 Validation Loss: 0.41022384 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37870243 ---Validation accuracy:--- 0.894 Validation Loss: 0.38444865 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29177585 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42972863 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16441065 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40892637 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5357249 ---Validation accuracy:--- 0.8272 Validation Loss: 0.620638 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35072044 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44691807 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4716309 ---Validation accuracy:--- 0.8762 Validation Loss: 0.48221812 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36489204 ---Validation accuracy:--- 0.8592 Validation Loss: 0.46963194 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23632771 ---Validation accuracy:--- 0.89 Validation Loss: 0.40018937 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.39089254 ---Validation accuracy:--- 0.9 Validation Loss: 0.36520824 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3102531 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3583598 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24422027 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44011703 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3472252 ---Validation accuracy:--- 0.88 Validation Loss: 0.42924115 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33306956 ---Validation accuracy:--- 0.8588 Validation Loss: 0.4675341 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23869452 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39386156 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24473232 ---Validation accuracy:--- 0.9 Validation Loss: 0.39870963 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39149037 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35866836 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2628591 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38023326 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20318161 ---Validation accuracy:--- 0.9 Validation Loss: 0.37499174 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21906136 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35145885 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28752255 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4014334 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2401878 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3915098 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29369667 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38187152 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30843967 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37552416 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24776699 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38347188 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26446253 ---Validation accuracy:--- 0.8874 Validation Loss: 0.4134618 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2978525 ---Validation accuracy:--- 0.903 Validation Loss: 0.3543818 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28525138 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38373566 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48376954 ---Validation accuracy:--- 0.8724 Validation Loss: 0.45250458 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3354082 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40654406 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4024211 ---Validation accuracy:--- 0.8868 Validation Loss: 0.41346416 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30779237 ---Validation accuracy:--- 0.8992 Validation Loss: 0.35790184 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23154724 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3511818 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27701184 ---Validation accuracy:--- 0.896 Validation Loss: 0.36927134 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36587536 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38548514 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.22721753 ---Validation accuracy:--- 0.904 Validation Loss: 0.3651928 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1364493 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3470881 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2347549 ---Validation accuracy:--- 0.893 Validation Loss: 0.39712712 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5179628 ---Validation accuracy:--- 0.897 Validation Loss: 0.37719747 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2132077 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39448246 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32152596 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3825608 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2782952 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3514707 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26492202 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34217748 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30869016 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43283808 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3341227 ---Validation accuracy:--- 0.8526 Validation Loss: 0.529501 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.60050327 ---Validation accuracy:--- 0.794 Validation Loss: 0.73798347 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47199154 ---Validation accuracy:--- 0.78 Validation Loss: 0.613495 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36027455 ---Validation accuracy:--- 0.891 Validation Loss: 0.436035 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22494584 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37872413 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19468941 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41274098 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19076961 ---Validation accuracy:--- 0.8694 Validation Loss: 0.43555805 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34133628 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43337813 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33132827 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35485858 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40745786 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34711528 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30179563 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34598663 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18909924 ---Validation accuracy:--- 0.908 Validation Loss: 0.343669 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36056405 ---Validation accuracy:--- 0.9054 Validation Loss: 0.36692852 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1193726 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35998878 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5130411 ---Validation accuracy:--- 0.836 Validation Loss: 0.61211514 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.54764587 ---Validation accuracy:--- 0.833 Validation Loss: 0.57689774 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3292261 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3703733 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25909835 ---Validation accuracy:--- 0.905 Validation Loss: 0.3503411 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30179986 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3668401 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36233166 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37048686 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33062187 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37927464 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16747704 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33837295 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2683597 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35647103 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16898078 ---Validation accuracy:--- 0.908 Validation Loss: 0.34703687 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25011566 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33215028 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21605578 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34309086 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18468066 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3956109 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5530175 ---Validation accuracy:--- 0.828 Validation Loss: 0.6246869 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.57054955 ---Validation accuracy:--- 0.8464 Validation Loss: 0.56983525 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.49497825 ---Validation accuracy:--- 0.892 Validation Loss: 0.44706693 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31419057 ---Validation accuracy:--- 0.894 Validation Loss: 0.3846847 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2884163 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34465763 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20557971 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36567602 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.34067443 ---Validation accuracy:--- 0.897 Validation Loss: 0.38950554 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30772737 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36519018 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37140098 ---Validation accuracy:--- 0.898 Validation Loss: 0.3695509 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37786233 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35859877 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22958948 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35422808 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3000152 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41032407 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15852413 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3546479 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16920643 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3490145 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2823212 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38698417 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20077357 ---Validation accuracy:--- 0.9114 Validation Loss: 0.33467564 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14395721 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3765598 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24395256 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34429628 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18297133 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34520084 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1272089 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34063435 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2835099 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3658416 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22440442 ---Validation accuracy:--- 0.8724 Validation Loss: 0.42957926 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2519405 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41273785 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.32202566 ---Validation accuracy:--- 0.8976 Validation Loss: 0.37179723 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21492381 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32793602 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27315995 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3335607 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20890637 ---Validation accuracy:--- 0.912 Validation Loss: 0.32625654 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15006462 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32989 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28304493 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3546147 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23660538 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33673653 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21583757 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36036277 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1532817 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33896485 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1292865 ---Validation accuracy:--- 0.907 Validation Loss: 0.34358847 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21897751 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35035396 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38334435 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39598203 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34293947 ---Validation accuracy:--- 0.906 Validation Loss: 0.34576076 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28238288 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3443281 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18200523 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37490556 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26210812 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39342272 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34679592 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3423551 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15159197 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3590241 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31723702 ---Validation accuracy:--- 0.903 Validation Loss: 0.34510228 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23919106 ---Validation accuracy:--- 0.9086 Validation Loss: 0.34644413 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32632327 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4617917 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1553547 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4148509 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11623457 ---Validation accuracy:--- 0.902 Validation Loss: 0.35494307 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24990563 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3420671 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30491316 ---Validation accuracy:--- 0.903 Validation Loss: 0.39011827 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33670014 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3918331 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26197425 ---Validation accuracy:--- 0.9028 Validation Loss: 0.37183517 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16106212 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3544404 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25574088 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37108883 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28291145 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3681066 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31457788 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33412108 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.33834258 ---Validation accuracy:--- 0.902 Validation Loss: 0.35862213 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2989629 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33756894 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21992974 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32373413 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20585957 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36408994 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.49533275 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3829369 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3336596 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3742857 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2560934 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31868955 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20482518 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32921052 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1633437 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31726196 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22916673 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33528253 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1766757 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3136952 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3184228 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37751657 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21325909 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37329838 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23029293 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30970752 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1764748 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31523657 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13186169 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30124605 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11911993 ---Validation accuracy:--- 0.915 Validation Loss: 0.33096668 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5173582 ---Validation accuracy:--- 0.8996 Validation Loss: 0.39952934 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19563627 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31482518 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27179742 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3549641 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32588333 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33987516 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1645399 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33836627 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28355205 ---Validation accuracy:--- 0.9142 Validation Loss: 0.33360097 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19324873 ---Validation accuracy:--- 0.8926 Validation Loss: 0.35937157 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24270575 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33292267 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18227312 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3207686 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2987659 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39473248 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22712722 ---Validation accuracy:--- 0.9102 Validation Loss: 0.34334385 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27051908 ---Validation accuracy:--- 0.9014 Validation Loss: 0.38208702 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30060995 ---Validation accuracy:--- 0.913 Validation Loss: 0.32479483 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27652043 ---Validation accuracy:--- 0.914 Validation Loss: 0.31753483 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1476227 ---Validation accuracy:--- 0.912 Validation Loss: 0.3285405 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4913414 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40075883 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27906322 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34546137 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.203721 ---Validation accuracy:--- 0.9128 Validation Loss: 0.332644 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23348808 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32341313 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21673448 ---Validation accuracy:--- 0.9104 Validation Loss: 0.331827 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.080981925 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34245503 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24208476 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31025487 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2608119 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3238689 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27724826 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34055054 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17616266 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36026892 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3530748 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37022364 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21117032 ---Validation accuracy:--- 0.8974 Validation Loss: 0.374851 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23507792 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34534356 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17891918 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32272524 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27728856 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33805987 Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6170873 ---Validation accuracy:--- 0.8466 Validation Loss: 0.48687238 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4147893 ---Validation accuracy:--- 0.8906 Validation Loss: 0.4486957 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2506888 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34267008 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3289664 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33007386 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15512985 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3216748 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.352864 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33549446 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13203172 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32827595 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26396993 ---Validation accuracy:--- 0.913 Validation Loss: 0.32428294 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.24272865 ---Validation accuracy:--- 0.905 Validation Loss: 0.37043074 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24228463 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34904984 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24994202 ---Validation accuracy:--- 0.886 Validation Loss: 0.3879714 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23448125 ---Validation accuracy:--- 0.9048 Validation Loss: 0.32816508 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28765702 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41900644 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19938564 ---Validation accuracy:--- 0.9152 Validation Loss: 0.32206196 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29762065 ---Validation accuracy:--- 0.9178 Validation Loss: 0.31555524 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16755192 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32636303 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19439526 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34388772 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16447659 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30591318 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22326653 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38398913 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2938019 ---Validation accuracy:--- 0.8688 Validation Loss: 0.42736268 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36648968 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35218555 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30448577 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33167335 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3727903 ---Validation accuracy:--- 0.8912 Validation Loss: 0.38544405 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22208107 ---Validation accuracy:--- 0.8936 Validation Loss: 0.37086713 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18518375 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34910417 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22117317 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29699013 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100673154 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31453314 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17622845 ---Validation accuracy:--- 0.9132 Validation Loss: 0.329869 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23050286 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3464069 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20624901 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3082168 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.39316243 ---Validation accuracy:--- 0.912 Validation Loss: 0.3242443 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18274003 ---Validation accuracy:--- 0.915 Validation Loss: 0.31454796 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31785694 ---Validation accuracy:--- 0.8358 Validation Loss: 0.57108635 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5057186 ---Validation accuracy:--- 0.88 Validation Loss: 0.40447074 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24344294 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31676105 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1615315 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31929362 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2745485 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3318994 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1590527 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31966934 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2796695 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30109042 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30226424 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30001006 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16110297 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31930956 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18963997 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Loss: 0.27774975 ---Validation accuracy:--- 0.909 Validation Loss: 0.3495966 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12391714 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30407274 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3830477 ---Validation accuracy:--- 0.8538 Validation Loss: 0.49753588 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26259744 ---Validation accuracy:--- 0.8984 Validation Loss: 0.42290822 Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5001269 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4345916 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119825944 ---Validation accuracy:--- 0.9132 Validation Loss: 0.34165016 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.320491 ---Validation accuracy:--- 0.915 Validation Loss: 0.33094293 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24908128 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34895942 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24144322 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37005383 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21912514 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33878773 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18137354 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31166476 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3132029 ---Validation accuracy:--- 0.912 Validation Loss: 0.31876102 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32163915 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32904702 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27742243 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3593142 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1607328 ---Validation accuracy:--- 0.9116 Validation Loss: 0.35225302 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10060894 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3335896 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22962952 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33494616 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3179403 ---Validation accuracy:--- 0.91 Validation Loss: 0.33919388 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.30017936 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3827618 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22321904 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31886217 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18760443 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35402372 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23197453 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33828902 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28684056 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3303291 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2918569 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30706766 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26057968 ---Validation accuracy:--- 0.912 Validation Loss: 0.34305242 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29600087 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31485766 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3113131 ---Validation accuracy:--- 0.919 Validation Loss: 0.2993601 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19549651 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31254786 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21356772 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31671372 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17862073 ---Validation accuracy:--- 0.908 Validation Loss: 0.33112314 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26423308 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30261564 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4481228 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40811273 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.120116614 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30762845 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19451524 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3586541 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11791812 ---Validation accuracy:--- 0.913 Validation Loss: 0.31957394 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15305184 ---Validation accuracy:--- 0.911 Validation Loss: 0.32230687 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33752084 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39213476 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1616253 ---Validation accuracy:--- 0.9172 Validation Loss: 0.306375 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23443775 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3078458 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38981712 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41403428 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.40587628 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29462174 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13990094 ---Validation accuracy:--- 0.9162 Validation Loss: 0.29589167 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12333126 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3217718 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21526727 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29674044 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.34164765 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39668906 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21114655 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3747142 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22776768 ---Validation accuracy:--- 0.9126 Validation Loss: 0.332456 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15434605 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30418602 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3539689 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29708064 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16564573 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2960145 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29255626 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3157162 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1983535 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3263784 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09242207 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3320863 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15302725 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3130321 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20311275 ---Validation accuracy:--- 0.9176 Validation Loss: 0.31981182 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34794343 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3076666 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24033195 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33194005 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24702248 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35488516 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11126539 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35330075 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.3078181 ---Validation accuracy:--- 0.9138 Validation Loss: 0.33402914 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15488252 ---Validation accuracy:--- 0.9228 Validation Loss: 0.30357274 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13235798 ---Validation accuracy:--- 0.92 Validation Loss: 0.31272855 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.37304023 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35042226 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22200428 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0.23977935 ---Validation accuracy:--- 0.9246 Validation Loss: 0.29350442 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24550232 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29823178 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13250855 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32091534 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29629913 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29971504 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1782236 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31170753 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21825421 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2973716 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1385763 ---Validation accuracy:--- 0.9164 Validation Loss: 0.33244488 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17707291 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4135782 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17277819 ---Validation accuracy:--- 0.915 Validation Loss: 0.3349218 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36501542 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31854737 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27917755 ---Validation accuracy:--- 0.912 Validation Loss: 0.33166578 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15247728 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31402674 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2659966 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3017182 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20995876 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31106907 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28842887 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30379093 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16921376 ---Validation accuracy:--- 0.922 Validation Loss: 0.29597652 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25530615 ---Validation accuracy:--- 0.896 Validation Loss: 0.383652 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19502205 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30490983 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1782063 ---Validation accuracy:--- 0.915 Validation Loss: 0.3242084 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23044121 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34216893 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22499338 ---Validation accuracy:--- 0.918 Validation Loss: 0.3013568 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32229277 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32392737 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16053283 ---Validation accuracy:--- 0.91 Validation Loss: 0.3515416 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21616712 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30107737 Epoch: 1 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Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22414826 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29394686 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1711004 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31411713 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17068525 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2908411 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18467404 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31557065 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19298138 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36436468 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28921664 ---Validation accuracy:--- 0.9066 Validation Loss: 0.329119 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24727249 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32241315 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24799198 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34237266 Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.35042632 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31006157 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2727537 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3197183 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11959107 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3044415 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32233596 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32985556 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3350609 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3989191 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30614713 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32739368 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21039082 ---Validation accuracy:--- 0.909 Validation Loss: 0.31553927 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30148923 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3035252 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.161693 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2992357 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18600558 ---Validation accuracy:--- 0.924 Validation Loss: 0.28117433 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10652965 ---Validation accuracy:--- 0.918 Validation Loss: 0.29499757 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1195471 ---Validation accuracy:--- 0.919 Validation Loss: 0.2908646 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13457027 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28150153 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12350936 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28477383 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19429119 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31787515 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25766703 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28495115 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33412597 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2853939 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21547264 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31323653 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19054176 ---Validation accuracy:--- 0.906 Validation Loss: 0.3359666 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2693085 ---Validation accuracy:--- 0.9036 Validation Loss: 0.32574898 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2775598 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3347792 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17175226 ---Validation accuracy:--- 0.922 Validation Loss: 0.28973773 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09617261 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30366334 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1908852 ---Validation accuracy:--- 0.92 Validation Loss: 0.28755525 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19468696 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28982696 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18126094 ---Validation accuracy:--- 0.9122 Validation Loss: 0.30713862 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2741683 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34386635 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20115928 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3042499 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16028218 ---Validation accuracy:--- 0.911 Validation Loss: 0.3186108 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2494271 ---Validation accuracy:--- 0.92 Validation Loss: 0.2995561 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23882055 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29217997 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14798501 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28552258 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21165226 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29022563 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25649074 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32562047 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16559266 ---Validation accuracy:--- 0.907 Validation Loss: 0.33110824 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18451136 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27738836 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20698246 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27504164 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13777024 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28879386 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08432961 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3181731 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15964268 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29596567 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.248899 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30714032 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3031689 ---Validation accuracy:--- 0.912 Validation Loss: 0.31668106 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16263013 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30649817 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23177549 ---Validation accuracy:--- 0.909 Validation Loss: 0.3235949 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19683751 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28141698 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22533394 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2750501 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1545192 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27386308 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16760276 ---Validation accuracy:--- 0.919 Validation Loss: 0.28838843 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2792372 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28155246 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34242812 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4182438 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2508512 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3213305 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24631855 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3545483 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25641122 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35537797 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22714192 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29577214 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17633037 ---Validation accuracy:--- 0.922 Validation Loss: 0.2796034 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12240093 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31114823 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12779659 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3094253 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16661106 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3090799 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15339342 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31105593 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28509763 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28904197 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1555201 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28453472 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.229562 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29552263 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24301967 ---Validation accuracy:--- 0.899 Validation Loss: 0.36580512 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1579157 ---Validation accuracy:--- 0.916 Validation Loss: 0.30181366 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.20309332 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28551632 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16426481 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32691455 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21163654 ---Validation accuracy:--- 0.919 Validation Loss: 0.29054227 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.22987145 ---Validation accuracy:--- 0.8638 Validation Loss: 0.43833524 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29271027 ---Validation accuracy:--- 0.92 Validation Loss: 0.28983432 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25045195 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29941148 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09493442 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27653438 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19085525 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28018227 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30026305 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3223105 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34890106 ---Validation accuracy:--- 0.895 Validation Loss: 0.38673085 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2679984 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3948624 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24919876 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2971285 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21542053 ---Validation accuracy:--- 0.903 Validation Loss: 0.3219774 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22655946 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3565859 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32305855 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32879996 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1330538 ---Validation accuracy:--- 0.921 Validation Loss: 0.2872274 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21617663 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32656217 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.083578736 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2815425 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14379002 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28721407 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13390139 ---Validation accuracy:--- 0.913 Validation Loss: 0.3212913 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19678089 ---Validation accuracy:--- 0.921 Validation Loss: 0.29486725 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27200708 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2917016 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18853943 ---Validation accuracy:--- 0.92 Validation Loss: 0.30028465 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15591562 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29496408 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23314804 ---Validation accuracy:--- 0.918 Validation Loss: 0.30743638 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28950217 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30495498 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13129424 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28758436 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1943159 ---Validation accuracy:--- 0.92 Validation Loss: 0.28525957 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2250816 ---Validation accuracy:--- 0.924 Validation Loss: 0.27596328 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21770984 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2782181 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20493901 ---Validation accuracy:--- 0.925 Validation Loss: 0.27568302 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17423372 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29469764 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.139634 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29567486 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1852975 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2940251 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18488592 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3129469 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16198532 ---Validation accuracy:--- 0.91 Validation Loss: 0.30213165 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13807449 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27508813 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1037678 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27151334 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1383127 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3015728 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15481907 ---Validation accuracy:--- 0.9194 Validation Loss: 0.31174213 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12763834 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2958731 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2631725 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29329956 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11842025 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27100724 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15975805 ---Validation accuracy:--- 0.914 Validation Loss: 0.3010108 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20367275 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27403465 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16471122 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2986327 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11927878 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28564048 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19826153 ---Validation accuracy:--- 0.921 Validation Loss: 0.2877787 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16796549 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36242506 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26959518 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28711796 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19033425 ---Validation accuracy:--- 0.913 Validation Loss: 0.30737096 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30426458 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3326953 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16997002 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30097732 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14472955 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28589493 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4081481 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28504944 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.260823 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28823853 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20462994 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27457687 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23638077 ---Validation accuracy:--- 0.92 Validation Loss: 0.2890716 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15476517 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29827297 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.106585525 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29483446 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09938931 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27351782 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33566839 ---Validation accuracy:--- 0.902 Validation Loss: 0.34776476 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20894542 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2789071 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30506873 ---Validation accuracy:--- 0.923 Validation Loss: 0.29074806 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12395773 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27043235 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22993495 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2606446 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119576186 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25871405 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16068561 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26353967 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13220322 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2614457 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20607893 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28053433 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19914839 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2919853 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26798812 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2791807 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23369133 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28239766 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30955708 ---Validation accuracy:--- 0.924 Validation Loss: 0.2812011 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117924444 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27329522 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21382011 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28864518 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23037285 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28209677 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24068844 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2741855 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12934607 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2995275 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1398816 ---Validation accuracy:--- 0.914 Validation Loss: 0.28978127 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1887047 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29533145 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17397957 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3179927 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28115964 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3929806 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34141904 ---Validation accuracy:--- 0.8556 Validation Loss: 0.45684323 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25087273 ---Validation accuracy:--- 0.914 Validation Loss: 0.31963944 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.32062644 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28058848 Epoch: 1 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Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21399531 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28248924 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22402047 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2699452 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11081789 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28364545 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19052261 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28741288 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13088275 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28675166 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23838286 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30484235 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.3042053 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36225522 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1508234 ---Validation accuracy:--- 0.925 Validation Loss: 0.2782913 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23122486 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29857346 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18607044 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28240767 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065532915 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28355077 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18024525 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35537806 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2607505 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38155216 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2538873 ---Validation accuracy:--- 0.925 Validation Loss: 0.2954236 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27058852 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31561324 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29537886 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32567808 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.21941814 ---Validation accuracy:--- 0.8966 Validation Loss: 0.35719913 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.41440094 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4263044 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21832936 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3045944 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13282883 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28331026 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1362249 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32262012 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23185341 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29598594 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34622782 ---Validation accuracy:--- 0.926 Validation Loss: 0.27222332 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.187103 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28627264 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12471962 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31568652 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22311063 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3137123 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16823608 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26814616 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16115643 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30425164 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2519187 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29877332 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2600887 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29119703 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12913586 ---Validation accuracy:--- 0.925 Validation Loss: 0.26227462 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21041779 ---Validation accuracy:--- 0.924 Validation Loss: 0.27979252 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3393522 ---Validation accuracy:--- 0.8894 Validation Loss: 0.38036627 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18637322 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29221898 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1494969 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27763084 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18201366 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2846458 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17553976 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27396715 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2052243 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29734835 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2103916 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27757224 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29563007 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3179557 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24211848 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2895492 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12648371 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27137575 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12704442 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2689195 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06346234 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28104737 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15922989 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26720762 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12462452 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29810807 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27451053 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3276744 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2206593 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28300095 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19616623 ---Validation accuracy:--- 0.922 Validation Loss: 0.28366518 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1235293 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2820668 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.116510294 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28536832 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22460923 ---Validation accuracy:--- 0.909 Validation Loss: 0.32487985 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10855066 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27241156 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19885723 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28245986 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17032734 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2766229 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2012235 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3577311 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18604721 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28212953 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23111846 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30914 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20252605 ---Validation accuracy:--- 0.927 Validation Loss: 0.26298177 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.144388 ---Validation accuracy:--- 0.9198 Validation Loss: 0.290655 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2579301 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31575882 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16441561 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32177827 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29643455 ---Validation accuracy:--- 0.9086 Validation Loss: 0.35349798 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.110271566 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29660112 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09306025 ---Validation accuracy:--- 0.926 Validation Loss: 0.27385288 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23195367 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3071032 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21417236 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26518536 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26740772 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26885304 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1780624 ---Validation accuracy:--- 0.924 Validation Loss: 0.27848393 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15715492 ---Validation accuracy:--- 0.929 Validation Loss: 0.26590738 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12816553 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26603404 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18156864 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33228126 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1284011 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28016758 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1815042 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29441234 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10956845 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27143496 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13051778 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3424847 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19132316 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29937217 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20778328 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29254404 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14412256 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28234532 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29155195 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31451485 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30170742 ---Validation accuracy:--- 0.917 Validation Loss: 0.29851288 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2032106 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2800944 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16444683 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27805963 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18467017 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26252598 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18894698 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2873365 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19146499 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29547 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27607128 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3442916 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22004414 ---Validation accuracy:--- 0.9138 Validation Loss: 0.2943081 Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3767572 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2667296 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17107621 ---Validation accuracy:--- 0.921 Validation Loss: 0.2884371 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14711705 ---Validation accuracy:--- 0.926 Validation Loss: 0.27382818 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22200128 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2583104 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13718179 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27998534 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16902353 ---Validation accuracy:--- 0.9252 Validation Loss: 0.26959333 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086495474 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29623044 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16948454 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2793368 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21711731 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3122335 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22759648 ---Validation accuracy:--- 0.9254 Validation Loss: 0.277514 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20631655 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29471672 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18627344 ---Validation accuracy:--- 0.924 Validation Loss: 0.2838179 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1589825 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2788859 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30190787 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38583004 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10042396 ---Validation accuracy:--- 0.898 Validation Loss: 0.37342277 Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26578626 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31160393 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17347375 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29022133 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31258133 ---Validation accuracy:--- 0.8888 Validation Loss: 0.38027796 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19483119 ---Validation accuracy:--- 0.9014 Validation Loss: 0.32980663 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22486442 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28412881 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23568112 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28666982 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23387058 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26730895 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17639853 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28313035 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.40749237 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28897715 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23842598 ---Validation accuracy:--- 0.9222 Validation Loss: 0.278122 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1224526 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29641026 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1638647 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3051973 Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.31503132 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27384862 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14036888 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26142818 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19773033 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28919843 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19335712 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29658875 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1992904 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25764033 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16574913 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2844352 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2728386 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2713058 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20664188 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26780072 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2178585 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26022094 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17849424 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25659972 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23396644 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29191577 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2812508 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28926468 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24221109 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2664307 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22482935 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2583646 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14746551 ---Validation accuracy:--- 0.926 Validation Loss: 0.2640183 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13590154 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2820258 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1507757 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2668433 Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.2897679 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2527814 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16306137 ---Validation accuracy:--- 0.922 Validation Loss: 0.2826918 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17067571 ---Validation accuracy:--- 0.914 Validation Loss: 0.29874307 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23940676 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29054135 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17203237 ---Validation accuracy:--- 0.917 Validation Loss: 0.30382606 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17561144 ---Validation accuracy:--- 0.9306 Validation Loss: 0.259476 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26912063 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2889225 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11352767 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24579263 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1243778 ---Validation accuracy:--- 0.927 Validation Loss: 0.2658648 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.115244046 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25632647 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15456209 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2567042 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14183207 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25445458 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23966974 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29547164 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15843311 ---Validation accuracy:--- 0.917 Validation Loss: 0.29041827 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11959141 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26191556 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17453474 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2717884 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15955453 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29519853 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1689618 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28888097 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29474756 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28177148 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25248936 ---Validation accuracy:--- 0.915 Validation Loss: 0.3085471 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15148138 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27829808 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17291425 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26136792 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22195828 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2768915 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15068533 ---Validation accuracy:--- 0.9172 Validation Loss: 0.32704103 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33074063 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33084422 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20520966 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2759831 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1347369 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25784147 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3610077 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31699356 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.078998774 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28789797 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.124422014 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2729804 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14409517 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2643454 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11529501 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26868093 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28732774 ---Validation accuracy:--- 0.923 Validation Loss: 0.29107744 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15026173 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27199346 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13635205 ---Validation accuracy:--- 0.931 Validation Loss: 0.25558007 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07829807 ---Validation accuracy:--- 0.931 Validation Loss: 0.25951007 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23137993 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28883243 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08190933 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2592072 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17603064 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25142032 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20545596 ---Validation accuracy:--- 0.932 Validation Loss: 0.25323308 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13841183 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30263153 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12442008 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3063189 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23489207 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2824569 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19419937 ---Validation accuracy:--- 0.929 Validation Loss: 0.25846422 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0929373 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26688924 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1916578 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2813363 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21498673 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25964564 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14823632 ---Validation accuracy:--- 0.931 Validation Loss: 0.25844616 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18161789 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25550243 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06025774 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27233082 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15509306 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2736317 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13604441 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29641148 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2301424 ---Validation accuracy:--- 0.921 Validation Loss: 0.2865613 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.16900723 ---Validation accuracy:--- 0.922 Validation Loss: 0.29375726 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20948505 ---Validation accuracy:--- 0.921 Validation Loss: 0.2932464 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.19757354 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2729274 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18131725 ---Validation accuracy:--- 0.926 Validation Loss: 0.27338222 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12528425 ---Validation accuracy:--- 0.929 Validation Loss: 0.25398788 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21796499 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27235577 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.112844594 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27124253 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23483765 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2720476 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2518035 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29260063 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25125292 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28387845 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.0905084 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3773582 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1365571 ---Validation accuracy:--- 0.923 Validation Loss: 0.28295407 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21845627 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26835635 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2597485 ---Validation accuracy:--- 0.921 Validation Loss: 0.2967533 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21257408 ---Validation accuracy:--- 0.924 Validation Loss: 0.27262878 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12432613 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28442886 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19079651 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30174148 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22205906 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3081617 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20835161 ---Validation accuracy:--- 0.927 Validation Loss: 0.2611803 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17007087 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26098195 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2800155 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29604095 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20620455 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26102182 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20600474 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29856443 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18519181 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30040175 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082638234 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28744406 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08855928 ---Validation accuracy:--- 0.92 Validation Loss: 0.2763824 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18660183 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2768749 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2514677 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715481 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22234127 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25893813 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09365923 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25191665 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14700902 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27036732 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27365708 ---Validation accuracy:--- 0.9214 Validation Loss: 0.293801 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.24096692 ---Validation accuracy:--- 0.896 Validation Loss: 0.36770543 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0814641 ---Validation accuracy:--- 0.933 Validation Loss: 0.25991154 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11957573 ---Validation accuracy:--- 0.932 Validation Loss: 0.2667091 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22541353 ---Validation accuracy:--- 0.934 Validation Loss: 0.25725433 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2478441 ---Validation accuracy:--- 0.93 Validation Loss: 0.27155533 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14904614 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25159046 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13384251 ---Validation accuracy:--- 0.924 Validation Loss: 0.26775312 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4127809 ---Validation accuracy:--- 0.9022 Validation Loss: 0.38020712 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035445005 ---Validation accuracy:--- 0.933 Validation Loss: 0.2609174 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1424833 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27641904 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17134982 ---Validation accuracy:--- 0.928 Validation Loss: 0.2699466 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24352904 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32759708 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2024576 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29609844 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33377862 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26731065 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12894294 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25645912 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16564061 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23861064 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1295942 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2645159 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101427115 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29091564 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.093731545 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2644823 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30691314 ---Validation accuracy:--- 0.9232 Validation Loss: 0.284371 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2860156 ---Validation accuracy:--- 0.872 Validation Loss: 0.43261743 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09008387 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32183546 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09444462 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2890264 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18756598 ---Validation accuracy:--- 0.918 Validation Loss: 0.31457308 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.5877489 ---Validation accuracy:--- 0.8794 Validation Loss: 0.49337724 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.26528 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2928381 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05390086 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27417606 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1861996 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27905637 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1442215 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25540558 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15001488 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25337374 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19825052 ---Validation accuracy:--- 0.928 Validation Loss: 0.2621704 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17221624 ---Validation accuracy:--- 0.9252 Validation Loss: 0.29098234 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21030277 ---Validation accuracy:--- 0.927 Validation Loss: 0.26925176 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23964193 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29269376 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13897388 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2743607 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17678447 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31671768 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12292607 ---Validation accuracy:--- 0.9294 Validation Loss: 0.268141 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1611816 ---Validation accuracy:--- 0.9244 Validation Loss: 0.29603407 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15633765 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28328812 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13839108 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26399434 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16492899 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27201578 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09029978 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28718668 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16152294 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27922207 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16226113 ---Validation accuracy:--- 0.9234 Validation Loss: 0.30148986 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22434798 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28579605 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21077225 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28623256 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2913328 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2985524 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11923285 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26947874 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10119272 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26430094 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2170867 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26105428 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.123257965 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27338976 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2800031 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29292262 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15020743 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2848776 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13067983 ---Validation accuracy:--- 0.924 Validation Loss: 0.30141494 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11276648 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2862821 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11444803 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30896187 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22419025 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2709628 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1649962 ---Validation accuracy:--- 0.932 Validation Loss: 0.26681396 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07943374 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27326348 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18519245 ---Validation accuracy:--- 0.9236 Validation Loss: 0.30139327 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09293966 ---Validation accuracy:--- 0.928 Validation Loss: 0.27716944 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07548341 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27079853 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15160887 ---Validation accuracy:--- 0.917 Validation Loss: 0.31340545 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.052447744 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29826215 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21857914 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2881793 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16500479 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27556583 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13670671 ---Validation accuracy:--- 0.9318 Validation Loss: 0.255231 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2190448 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29041496 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19882871 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25897354 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.079529434 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2853405 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1287774 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29452738 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17993294 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42245078 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17630647 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26535982 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1300929 ---Validation accuracy:--- 0.93 Validation Loss: 0.26225033 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.305703 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27266154 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1459947 ---Validation accuracy:--- 0.93 Validation Loss: 0.2537802 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1988088 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24421561 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.092611924 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26280898 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41583824 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29347003 Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40652543 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2769751 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20558468 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27039707 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2032857 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25748742 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15733975 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25475484 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14769855 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25239736 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22895671 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2589046 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12772906 ---Validation accuracy:--- 0.933 Validation Loss: 0.2578524 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13343216 ---Validation accuracy:--- 0.925 Validation Loss: 0.27785558 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10802513 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24646616 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12735048 ---Validation accuracy:--- 0.9328 Validation Loss: 0.248313 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13590626 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2386735 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22536556 ---Validation accuracy:--- 0.935 Validation Loss: 0.2426386 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.3297352 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2526331 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13123277 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2533518 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19036908 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23792815 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.176127 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26168534 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19320612 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2562079 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22868626 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26034927 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2703001 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25110072 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11730314 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31413656 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.115812816 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27980986 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19091313 ---Validation accuracy:--- 0.9096 Validation Loss: 0.2962668 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35043022 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3154687 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11101472 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24475601 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.094367065 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25008965 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.097547196 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2785747 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19128609 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24349038 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1976813 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27758622 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32351503 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29049623 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16411072 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2619065 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17718059 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28246215 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11272627 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25353912 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07257391 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25011548 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25636232 ---Validation accuracy:--- 0.9266 Validation Loss: 0.30682626 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029998947 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25537875 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.110896476 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23843208 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16108595 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2788024 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2159986 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26162374 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18434338 ---Validation accuracy:--- 0.928 Validation Loss: 0.25843638 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21640712 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2569 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1473022 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25688785 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15742317 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29408005 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1538986 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30552962 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23945278 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2994322 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21591145 ---Validation accuracy:--- 0.9128 Validation Loss: 0.305556 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16328071 ---Validation accuracy:--- 0.931 Validation Loss: 0.2584579 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20884414 ---Validation accuracy:--- 0.93 Validation Loss: 0.25599942 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2176006 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26298854 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09600098 ---Validation accuracy:--- 0.9264 Validation Loss: 0.267468 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.37244004 ---Validation accuracy:--- 0.928 Validation Loss: 0.26077196 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22882143 ---Validation accuracy:--- 0.934 Validation Loss: 0.24547058 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18801212 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25880688 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1593377 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26802716 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13282351 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25620338 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23170762 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24958748 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13862625 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25257728 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22616807 ---Validation accuracy:--- 0.9336 Validation Loss: 0.26473448 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14555113 ---Validation accuracy:--- 0.936 Validation Loss: 0.25686362 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14913735 ---Validation accuracy:--- 0.93 Validation Loss: 0.26660013 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21974854 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24656081 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26966485 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25137538 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11971828 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24431658 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09202401 ---Validation accuracy:--- 0.931 Validation Loss: 0.25358433 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12512913 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24581635 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15512209 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2697203 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16667454 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2530255 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12389402 ---Validation accuracy:--- 0.9276 Validation Loss: 0.268419 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16712776 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26130176 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16466524 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2601093 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14904848 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2516626 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12238121 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29738602 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1252272 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29059058 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13245332 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31202152 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28175256 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27315667 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21470356 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31647485 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27965763 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2745026 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27707636 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2795685 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20989981 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26890898 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22998421 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26116222 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1090003 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26460934 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1865226 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2590951 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07442701 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2546443 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.15528783 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2734407 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19047272 ---Validation accuracy:--- 0.9182 Validation Loss: 0.300797 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23337464 ---Validation accuracy:--- 0.928 Validation Loss: 0.26826808 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14481674 ---Validation accuracy:--- 0.935 Validation Loss: 0.2535647 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22639138 ---Validation accuracy:--- 0.935 Validation Loss: 0.24962705 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.052897878 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24478401 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036486734 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23589814 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11691535 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23886529 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1552317 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2688923 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1587267 ---Validation accuracy:--- 0.929 Validation Loss: 0.26248905 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.118642576 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27016392 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20376642 ---Validation accuracy:--- 0.9196 Validation Loss: 0.291368 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13187163 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24244697 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10752917 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25927606 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20081642 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28205785 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08040945 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26149207 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08877132 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2687239 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2349731 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26474297 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23967989 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2649028 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19322924 ---Validation accuracy:--- 0.924 Validation Loss: 0.28428578 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14769895 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30272877 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11302963 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25297847 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2544669 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2449542 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16688342 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27813283 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20989396 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2567854 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1237449 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24498941 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11228761 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27586856 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1464799 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24295186 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090880945 ---Validation accuracy:--- 0.935 Validation Loss: 0.23834856 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23924522 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32400417 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3583484 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24568638 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17936014 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24025398 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047755968 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24022624 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090475366 ---Validation accuracy:--- 0.933 Validation Loss: 0.2420408 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16172233 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26269722 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1946576 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25913197 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2097113 ---Validation accuracy:--- 0.935 Validation Loss: 0.23835655 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1634199 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27157277 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20707577 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24461335 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11418963 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26140746 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1139826 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2583967 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10665688 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23788834 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09150981 ---Validation accuracy:--- 0.9344 Validation Loss: 0.238527 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16455984 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26456612 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22585674 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24937713 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16999069 ---Validation accuracy:--- 0.929 Validation Loss: 0.26979625 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07675304 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24860136 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21254028 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25894395 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18197215 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2571116 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15886523 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25059772 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064572304 ---Validation accuracy:--- 0.932 Validation Loss: 0.24807587 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12892777 ---Validation accuracy:--- 0.934 Validation Loss: 0.23603198 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22788148 ---Validation accuracy:--- 0.92 Validation Loss: 0.28926957 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052905213 ---Validation accuracy:--- 0.925 Validation Loss: 0.2727755 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38300866 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36018127 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18196036 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25721613 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19852889 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24785678 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09265713 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23751254 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18952331 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23311177 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19470493 ---Validation accuracy:--- 0.934 Validation Loss: 0.23432432 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16255125 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23482226 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054321803 ---Validation accuracy:--- 0.928 Validation Loss: 0.2660291 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.071388766 ---Validation accuracy:--- 0.934 Validation Loss: 0.24783349 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18473144 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24511348 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22364052 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2617384 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07678952 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25836837 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22884987 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28812534 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13628465 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26172188 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107992 ---Validation accuracy:--- 0.93 Validation Loss: 0.25279292 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20226943 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25846255 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12470391 ---Validation accuracy:--- 0.9312 Validation Loss: 0.246379 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.27582037 ---Validation accuracy:--- 0.935 Validation Loss: 0.2346281 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24214996 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23446032 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.171428 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2529338 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32234946 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25770247 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.155893 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25133252 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18544924 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27832904 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13542946 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26341265 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21896115 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25602934 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14218436 ---Validation accuracy:--- 0.934 Validation Loss: 0.23397689 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16524181 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23143625 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08840885 ---Validation accuracy:--- 0.936 Validation Loss: 0.23092759 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23170206 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23845376 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27542123 ---Validation accuracy:--- 0.931 Validation Loss: 0.24994294 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04443363 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2326913 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12478487 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3063682 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1278263 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24479783 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16386752 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24124727 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17536706 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24737376 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20771617 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26402715 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16573362 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23687011 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10015935 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2516465 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14801173 ---Validation accuracy:--- 0.934 Validation Loss: 0.2470708 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22410026 ---Validation accuracy:--- 0.9018 Validation Loss: 0.32901353 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15231414 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2674651 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20973782 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23630913 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.112444766 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24902394 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19328743 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2510064 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19933939 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24197935 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29161975 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23445141 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12930821 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22447549 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09916069 ---Validation accuracy:--- 0.935 Validation Loss: 0.2311625 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23249778 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24574043 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060933754 ---Validation accuracy:--- 0.93 Validation Loss: 0.24588005 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1438007 ---Validation accuracy:--- 0.93 Validation Loss: 0.2538837 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13788569 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23737024 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1206585 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25303856 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18928301 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26248458 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15625969 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24587107 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046758886 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23785952 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18289918 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2633108 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08202083 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23271607 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14703172 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24781723 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14680268 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23478447 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12867779 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24381116 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11801519 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25254643 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.124859944 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25980923 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10175943 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24290493 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12510927 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2507842 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116184406 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23270223 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1952742 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24480361 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15720946 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26053986 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1442963 ---Validation accuracy:--- 0.926 Validation Loss: 0.25878274 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.105725974 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25487113 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31274846 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30097657 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11304848 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2534925 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22165966 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26449692 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1617168 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22584687 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22398056 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2213418 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090502776 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2446635 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14427367 ---Validation accuracy:--- 0.926 Validation Loss: 0.25361535 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.115162246 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2500316 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21485153 ---Validation accuracy:--- 0.9194 Validation Loss: 0.294013 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19925983 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24559316 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13973439 ---Validation accuracy:--- 0.932 Validation Loss: 0.24618642 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17010689 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2547563 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08965178 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23997968 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0644821 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3155943 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17684829 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26541746 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13593659 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31458473 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3574146 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29761073 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22063121 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24722274 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07026236 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24756426 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.060354546 ---Validation accuracy:--- 0.937 Validation Loss: 0.23862554 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20097877 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24180132 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07562791 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24251734 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122043304 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26461983 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11622614 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2611846 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0666381 ---Validation accuracy:--- 0.931 Validation Loss: 0.25303927 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12992348 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2607766 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16100916 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2640231 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11368673 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2822889 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18975551 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28656662 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33750167 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3048517 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1008761 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24778709 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17023653 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25033486 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.116580635 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2679675 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18071896 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24826145 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14798014 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28575313 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22663121 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2590195 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19547713 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26361862 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29212108 ---Validation accuracy:--- 0.924 Validation Loss: 0.2761121 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0592048 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24817315 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05904845 ---Validation accuracy:--- 0.935 Validation Loss: 0.23717125 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17875656 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2881511 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22334677 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34249678 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2711834 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24805954 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15776858 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26133436 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23859951 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24551132 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15071099 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25290343 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112603806 ---Validation accuracy:--- 0.9346 Validation Loss: 0.228464 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.061431866 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24740995 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28504294 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24783047 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1218115 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2281874 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15410697 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23883554 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24617806 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25581828 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10350063 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24563359 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.093826674 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22756743 Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2794753 ---Validation accuracy:--- 0.8914 Validation Loss: 0.34579304 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12751245 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25479862 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22077484 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3186976 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16768831 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25107476 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16881123 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27103585 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.356497 ---Validation accuracy:--- 0.919 Validation Loss: 0.28928024 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16313186 ---Validation accuracy:--- 0.9 Validation Loss: 0.3278481 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17683285 ---Validation accuracy:--- 0.924 Validation Loss: 0.27992785 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17570841 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25629976 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22321858 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2733733 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.16354154 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24333046 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089727394 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24022596 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108246386 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22939964 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06613514 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22254829 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1108325 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22004148 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027929613 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22213711 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.25972274 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25047007 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090075165 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26501295 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.119354986 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23542781 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15513578 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2317262 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2522015 ---Validation accuracy:--- 0.927 Validation Loss: 0.26675814 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0914236 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23951909 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20290715 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25653958 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18058029 ---Validation accuracy:--- 0.932 Validation Loss: 0.24498662 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2851817 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23058382 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2643452 ---Validation accuracy:--- 0.937 Validation Loss: 0.2256709 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15352683 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23967038 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.042898364 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23712637 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23733744 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2869385 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06275881 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2510093 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12813546 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22941114 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13670745 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21910112 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08695153 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2680311 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.116824724 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22841574 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1063123 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22147427 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19427666 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26059198 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29457593 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25187665 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07118747 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2414013 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14391705 ---Validation accuracy:--- 0.936 Validation Loss: 0.23620479 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2202235 ---Validation accuracy:--- 0.929 Validation Loss: 0.27055147 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.27592224 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24848743 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06081561 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2442493 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10342539 ---Validation accuracy:--- 0.901 Validation Loss: 0.3752839 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1961621 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28815842 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19799179 ---Validation accuracy:--- 0.934 Validation Loss: 0.24873424 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106729984 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24362725 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15033226 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23633437 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1638826 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28209254 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06474913 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23246728 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16829842 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26062497 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18912594 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2556483 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09367298 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25177595 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18686225 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25254598 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14130694 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23286408 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089999676 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25831097 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14095451 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22895151 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14209998 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2334885 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07857297 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22537869 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16925055 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24663447 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.26263678 ---Validation accuracy:--- 0.902 Validation Loss: 0.32015336 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22225687 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26004985 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.166425 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29701105 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11537057 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25009608 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040796757 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23134455 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.112120435 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22590454 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07673068 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24168095 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13155042 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22594179 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14621453 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25010756 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.031454455 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25717178 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09174129 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27880758 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13646334 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23116529 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27659935 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23698089 Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31295806 ---Validation accuracy:--- 0.928 Validation Loss: 0.25418758 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11076652 ---Validation accuracy:--- 0.919 Validation Loss: 0.28604192 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12731259 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2787314 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18595639 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25180683 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13940169 ---Validation accuracy:--- 0.939 Validation Loss: 0.21718535 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07006321 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22242671 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14741166 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31179374 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17535076 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27590066 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.068634585 ---Validation accuracy:--- 0.938 Validation Loss: 0.22602463 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11429468 ---Validation accuracy:--- 0.933 Validation Loss: 0.22941953 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15636712 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22886108 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16370149 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21407588 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2224856 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22547744 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14889406 ---Validation accuracy:--- 0.934 Validation Loss: 0.24201839 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12893644 ---Validation accuracy:--- 0.935 Validation Loss: 0.2322481 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12502062 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22783828 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107103184 ---Validation accuracy:--- 0.935 Validation Loss: 0.2353659 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27277195 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26233906 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19298011 ---Validation accuracy:--- 0.933 Validation Loss: 0.23974766 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08171093 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22590186 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1435873 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23300721 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16030048 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23173381 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09405827 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22908774 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100513496 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23361081 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14260487 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2339091 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.113395326 ---Validation accuracy:--- 0.94 Validation Loss: 0.21773367 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22618888 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2982877 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12820762 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23019688 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19405949 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26473492 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24702229 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2990565 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23758739 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23698726 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19777562 ---Validation accuracy:--- 0.935 Validation Loss: 0.23075843 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19897886 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22557859 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24392763 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2477859 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15134397 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2662896 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19810778 ---Validation accuracy:--- 0.8854 Validation Loss: 0.3873536 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15584415 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25947168 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13156204 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25861824 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13210747 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26781192 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26322478 ---Validation accuracy:--- 0.934 Validation Loss: 0.25168875 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13670392 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2467395 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12658614 ---Validation accuracy:--- 0.932 Validation Loss: 0.2526622 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.10663967 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22911274 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1688832 ---Validation accuracy:--- 0.941 Validation Loss: 0.21693118 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.117662296 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23523206 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056663413 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22941723 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17847082 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22716872 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1043661 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22210528 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2345876 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22302888 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1580434 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2232746 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.053712662 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21340561 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18017161 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21628076 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12341454 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22344702 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09792434 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2224957 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18381684 ---Validation accuracy:--- 0.937 Validation Loss: 0.22880237 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19678319 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21466374 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16503341 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28248107 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2821323 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27854946 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20847759 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30153492 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.112414435 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26950675 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084268376 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25250012 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25860378 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2577918 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2337133 ---Validation accuracy:--- 0.931 Validation Loss: 0.24859321 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16304055 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2758293 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08115989 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2531768 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08943619 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26709428 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2004317 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22272097 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13101584 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26680136 Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2841279 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26722866 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08872318 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23235781 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16767032 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23358999 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.104840815 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23336352 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14609964 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24918 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14329347 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22938228 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05116383 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21692732 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16866021 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22043118 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07719908 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23963079 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09666197 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25672585 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19968788 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23846494 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23538159 ---Validation accuracy:--- 0.939 Validation Loss: 0.25235087 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14311673 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22704753 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23102088 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2265021 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16484638 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22725874 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2171979 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23968674 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14886965 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24682127 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15033977 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23075221 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18721697 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2340065 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09981854 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22271846 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19619651 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22780073 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15669443 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22213814 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16943617 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24866636 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054774772 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23645772 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1559464 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21915007 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12744564 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2152125 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15175143 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23567055 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23149139 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22178593 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13930096 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22063632 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10123272 ---Validation accuracy:--- 0.94 Validation Loss: 0.22025019 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18663733 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22662124 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18308082 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22848217 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18386503 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24001206 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18289527 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24686353 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1091481 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25868827 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17454308 ---Validation accuracy:--- 0.933 Validation Loss: 0.25878894 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061638802 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22004561 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07239709 ---Validation accuracy:--- 0.931 Validation Loss: 0.25624987 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13206467 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25254604 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07962711 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24620531 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09461397 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23368059 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2766815 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21917915 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13806358 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21967153 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12773153 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23848727 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21491611 ---Validation accuracy:--- 0.934 Validation Loss: 0.24297836 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16641152 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25123343 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08342726 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22752702 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12751043 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22672315 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10688296 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22354692 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15959263 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23213506 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19505431 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21983968 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08822292 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22915234 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14405236 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23033413 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16077866 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22146387 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16527355 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23766941 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1260571 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22810276 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20496452 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25416166 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16575779 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23666094 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.261628 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28485718 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14444998 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22891533 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22664745 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23045792 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031670116 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21370201 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21977198 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21629006 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13155667 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22029133 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15242758 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22961111 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07762644 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22953907 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09581543 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22837462 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13242723 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23614742 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11708621 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25552875 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15190354 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25289544 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32574153 ---Validation accuracy:--- 0.936 Validation Loss: 0.24284863 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16028418 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2145772 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17227396 ---Validation accuracy:--- 0.94 Validation Loss: 0.21369208 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.097630605 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24345888 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17700931 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23065346 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08153467 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22513965 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15804073 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22116835 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19037558 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22032392 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10798651 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23728032 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08903603 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24957861 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15418446 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31446773 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25395477 ---Validation accuracy:--- 0.87 Validation Loss: 0.4465618 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2855787 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26395473 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18205014 ---Validation accuracy:--- 0.931 Validation Loss: 0.26794145 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19510454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23904233 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.117236756 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24758403 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28696337 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2741093 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.24898128 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24797927 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.206708 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23782407 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21608566 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22600847 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2264841 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21688679 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18991478 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2338918 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17874233 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2146642 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07718921 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21672781 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15730287 ---Validation accuracy:--- 0.939 Validation Loss: 0.22191285 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2085516 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22882217 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15109745 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21972209 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23327698 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23326108 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15650173 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22475855 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0503298 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2153103 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15967783 ---Validation accuracy:--- 0.919 Validation Loss: 0.2780205 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09975194 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22188355 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24638619 ---Validation accuracy:--- 0.941 Validation Loss: 0.2115758 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2303202 ---Validation accuracy:--- 0.941 Validation Loss: 0.22102895 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1353064 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22169526 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089942075 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23220684 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.090148315 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21947753 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.104149 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21967986 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16256498 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2512828 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10338536 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22258142 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11677395 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21623987 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17579898 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21880645 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15079747 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22421113 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15503807 ---Validation accuracy:--- 0.935 Validation Loss: 0.22954741 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28742325 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2991669 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21042778 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23791817 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25172767 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29642203 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16985403 ---Validation accuracy:--- 0.937 Validation Loss: 0.23788625 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20143162 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23100962 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15353562 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2246774 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.093339555 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23746733 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12937538 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24779819 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17833208 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24336858 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.121889934 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23522651 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11086323 ---Validation accuracy:--- 0.941 Validation Loss: 0.22021535 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23410805 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21129517 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08940018 ---Validation accuracy:--- 0.946 Validation Loss: 0.20797859 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18606338 ---Validation accuracy:--- 0.943 Validation Loss: 0.21364634 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25694928 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2696055 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09137912 ---Validation accuracy:--- 0.937 Validation Loss: 0.23449913 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09328264 ---Validation accuracy:--- 0.939 Validation Loss: 0.22567298 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11519486 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24126956 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24450602 ---Validation accuracy:--- 0.937 Validation Loss: 0.23907827 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23106389 ---Validation accuracy:--- 0.9046 Validation Loss: 0.31456378 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.096120946 ---Validation accuracy:--- 0.924 Validation Loss: 0.2589058 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06325256 ---Validation accuracy:--- 0.937 Validation Loss: 0.2300844 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13513154 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26172233 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21825525 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21688257 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12438356 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22844307 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1769657 ---Validation accuracy:--- 0.9192 Validation Loss: 0.281488 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19553475 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22093877 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21439548 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2485924 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21016407 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23369244 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14303115 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21445793 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16943546 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21595734 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1301747 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24670117 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08833147 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23456995 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1950719 ---Validation accuracy:--- 0.938 Validation Loss: 0.22980684 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17107971 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24258003 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10921089 ---Validation accuracy:--- 0.937 Validation Loss: 0.22535464 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2418958 ---Validation accuracy:--- 0.93 Validation Loss: 0.25931224 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14844565 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22167905 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13874272 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23640113 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11370828 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22794424 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0828638 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23432395 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23551148 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23464209 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2694431 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24651942 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17796017 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26580614 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08045635 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23134404 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18672964 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26085603 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3295744 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29929447 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18629086 ---Validation accuracy:--- 0.9238 Validation Loss: 0.259453 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13032785 ---Validation accuracy:--- 0.937 Validation Loss: 0.22607304 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21879873 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22287126 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20830025 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24885488 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18924065 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22427669 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20851319 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24308594 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29476234 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2251605 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1982678 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2407142 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18132542 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22143047 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05004025 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24298374 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08376645 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21141455 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11236072 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22328202 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12756793 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23031701 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18322292 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25411305 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.119559295 ---Validation accuracy:--- 0.937 Validation Loss: 0.23099512 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16842957 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2367054 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.047548026 ---Validation accuracy:--- 0.937 Validation Loss: 0.22476958 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32155764 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28426635 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22585353 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30163282 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5211547 ---Validation accuracy:--- 0.8812 Validation Loss: 0.43976158 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2589217 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38436836 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23817967 ---Validation accuracy:--- 0.903 Validation Loss: 0.34266138 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19670802 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2857069 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17349023 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26917094 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16879806 ---Validation accuracy:--- 0.926 Validation Loss: 0.26128453 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12050342 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25316587 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15977614 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23040411 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11869611 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22535549 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10303644 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25069362 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29843462 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22763115 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15225011 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22808674 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12683094 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24121936 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0675653 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22550678 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16188663 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22975373 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.110407226 ---Validation accuracy:--- 0.941 Validation Loss: 0.223968 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14410825 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2284582 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08808305 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21242587 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18674816 ---Validation accuracy:--- 0.942 Validation Loss: 0.22700821 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11986592 ---Validation accuracy:--- 0.945 Validation Loss: 0.21471626 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21096802 ---Validation accuracy:--- 0.941 Validation Loss: 0.22138569 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060372006 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21426117 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0894791 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21993059 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14433664 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23734204 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09498664 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3250135 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14379081 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22913337 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17041327 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21386607 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07747419 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21726021 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11215248 ---Validation accuracy:--- 0.9454 Validation Loss: 0.21088144 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.051636945 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21870174 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10599919 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23334439 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12980193 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2121645 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054717146 ---Validation accuracy:--- 0.939 Validation Loss: 0.22515823 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.099380516 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21513711 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1457495 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22825903 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0584311 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463113 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13382548 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22152382 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26122573 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23038772 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10596681 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22948745 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.073935464 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21900159 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17163143 ---Validation accuracy:--- 0.932 Validation Loss: 0.25901568 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09067531 ---Validation accuracy:--- 0.938 Validation Loss: 0.23419759 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2127042 ---Validation accuracy:--- 0.938 Validation Loss: 0.24176954 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17553604 ---Validation accuracy:--- 0.94 Validation Loss: 0.22808984 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10348228 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22396421 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22293563 ---Validation accuracy:--- 0.938 Validation Loss: 0.24354687 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20973814 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23692743 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19979496 ---Validation accuracy:--- 0.939 Validation Loss: 0.24034268 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18189041 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21578066 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19020492 ---Validation accuracy:--- 0.9436 Validation Loss: 0.22108975 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22884628 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2307537 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08561694 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22480196 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098200865 ---Validation accuracy:--- 0.933 Validation Loss: 0.25671172 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17402923 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23704235 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.120971024 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2217771 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.071033955 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2157286 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.126302 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22260652 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13405016 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23236802 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13919492 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23906118 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09710791 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23233442 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1061634 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3615167 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2693999 ---Validation accuracy:--- 0.942 Validation Loss: 0.22700065 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088663995 ---Validation accuracy:--- 0.9298 Validation Loss: 0.27151132 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12890936 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2525788 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121609956 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2268082 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14976007 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22294055 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11470766 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21975105 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09134609 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23675151 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26170668 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21155798 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10291277 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23174304 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16275841 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21675843 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1469664 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22673123 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07086792 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22688764 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18997656 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22626348 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13659859 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22583474 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18144967 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22153233 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1278543 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21290298 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18294953 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21852896 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12866138 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21582021 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07160814 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21082163 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08574746 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27933246 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12885004 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2140309 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12520683 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21357448 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07860062 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2170227 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12430641 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22115435 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08722248 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20968193 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13628101 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22210713 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028269948 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21411504 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14569557 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22021419 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08164928 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21496384 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17511478 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23704334 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12061701 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22339956 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16320564 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23761816 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18674444 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29156935 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1480569 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25617233 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13551877 ---Validation accuracy:--- 0.932 Validation Loss: 0.2521603 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13488622 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24378432 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10686313 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22656763 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3802812 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23241577 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13918053 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23430513 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2118458 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22018008 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14441141 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21326518 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2021852 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21076816 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07978311 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21205325 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07240715 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22200276 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089157656 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21806411 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117865145 ---Validation accuracy:--- 0.936 Validation Loss: 0.23130745 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12169239 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26395863 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17118861 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22531882 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056935225 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22261582 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17055067 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24921748 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12508214 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28643656 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11160473 ---Validation accuracy:--- 0.942 Validation Loss: 0.22516501 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15836044 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21936402 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20416616 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23749578 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07726317 ---Validation accuracy:--- 0.944 Validation Loss: 0.2102043 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045951348 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22919111 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13673732 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23011155 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.222094 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2527052 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17785855 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25136933 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11957411 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27823213 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11694303 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24143897 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12707315 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20720884 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07583866 ---Validation accuracy:--- 0.941 Validation Loss: 0.21740869 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14364062 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2181961 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12164261 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24326704 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054545365 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22514941 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19121522 ---Validation accuracy:--- 0.925 Validation Loss: 0.25689414 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2169658 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22603276 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21495226 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22648293 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19476803 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23877569 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21523117 ---Validation accuracy:--- 0.937 Validation Loss: 0.2375062 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14303908 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21270844 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21121815 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23985928 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19746093 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2681745 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09334442 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22942239 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1318911 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2303905 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21688099 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24374898 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20267949 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24417187 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076787576 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2332598 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1836182 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23510723 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17668672 ---Validation accuracy:--- 0.929 Validation Loss: 0.24800849 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14383249 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22868681 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28929114 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2178453 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.103546046 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21823911 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1157654 ---Validation accuracy:--- 0.9454 Validation Loss: 0.21127234 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0960235 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21806993 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091823444 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2195949 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14924031 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21682434 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1222358 ---Validation accuracy:--- 0.944 Validation Loss: 0.21713842 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18656056 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2120946 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121583864 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22655733 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07200048 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22283252 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08282809 ---Validation accuracy:--- 0.937 Validation Loss: 0.2442898 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.099394485 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21488537 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06678371 ---Validation accuracy:--- 0.94 Validation Loss: 0.23536949 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19114849 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24389775 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09269002 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22649138 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21250825 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23654377 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10252237 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21482827 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.163808 ---Validation accuracy:--- 0.936 Validation Loss: 0.24182545 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2681195 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27164 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17883323 ---Validation accuracy:--- 0.929 Validation Loss: 0.25617236 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11450203 ---Validation accuracy:--- 0.935 Validation Loss: 0.24385679 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32949403 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2129023 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13658515 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21508285 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16804478 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20996457 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056784663 ---Validation accuracy:--- 0.943 Validation Loss: 0.21229947 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12698315 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24571313 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16830643 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23358472 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09746238 ---Validation accuracy:--- 0.938 Validation Loss: 0.21991071 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13303016 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22099186 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15827805 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2373578 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15840389 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33796224 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032687765 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22057988 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109927386 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24343471 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14093228 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21587217 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07519903 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22502373 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2123086 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23606804 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07608556 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21525669 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26914674 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29562435 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11784383 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23432627 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07803522 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21669622 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.107525036 ---Validation accuracy:--- 0.94 Validation Loss: 0.22345878 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.09709923 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2487557 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07242397 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26156214 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07340219 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22555557 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18205048 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22968775 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17911674 ---Validation accuracy:--- 0.934 Validation Loss: 0.23268111 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.094057396 ---Validation accuracy:--- 0.937 Validation Loss: 0.23135643 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11742529 ---Validation accuracy:--- 0.939 Validation Loss: 0.22964668 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28851396 ---Validation accuracy:--- 0.925 Validation Loss: 0.2683437 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09599737 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463351 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1864634 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26396295 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10373047 ---Validation accuracy:--- 0.942 Validation Loss: 0.21897134 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15602866 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2490564 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.110179655 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21211694 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10985708 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21585733 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09358582 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23137774 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14718166 ---Validation accuracy:--- 0.94 Validation Loss: 0.22112957 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022643657 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23948103 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14169946 ---Validation accuracy:--- 0.9398 Validation Loss: 0.231015 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060851213 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21959542 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1261619 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21587427 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13224757 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28561956 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07129899 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24282852 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19182266 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22149432 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10115534 ---Validation accuracy:--- 0.939 Validation Loss: 0.22256601 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09335345 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26061654 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076081514 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21271475 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15219146 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27621263 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15351877 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24224673 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13558535 ---Validation accuracy:--- 0.939 Validation Loss: 0.22323833 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12714095 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20918506 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2104383 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2590725 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16289575 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2776693 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088264234 ---Validation accuracy:--- 0.925 Validation Loss: 0.2808837 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09341875 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24638249 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.119800456 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23000441 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15046339 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22541128 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14500725 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21355225 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1947185 ---Validation accuracy:--- 0.939 Validation Loss: 0.23020059 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.096930645 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20962231 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061781574 ---Validation accuracy:--- 0.936 Validation Loss: 0.24219097 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18321928 ---Validation accuracy:--- 0.94 Validation Loss: 0.21765362 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16103017 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28297955 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15150674 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2181455 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13086367 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22827344 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11929617 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2227333 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.033674337 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22176999 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14140745 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26900226 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17588226 ---Validation accuracy:--- 0.9388 Validation Loss: 0.24710469 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22475435 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24615921 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27375358 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22378203 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11966486 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20794302 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1804695 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24543455 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07229295 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21434326 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.120197564 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20595081 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15561971 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30267298 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1719601 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24696308 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11874201 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21791133 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11022599 ---Validation accuracy:--- 0.941 Validation Loss: 0.22169736 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11321919 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21557519 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.058506154 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22372797 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07837799 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22511505 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16414048 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22694507 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19570614 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23351279 Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29707354 ---Validation accuracy:--- 0.896 Validation Loss: 0.37731802 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12871328 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29207876 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17868116 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22634317 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1882339 ---Validation accuracy:--- 0.9394 Validation Loss: 0.232905 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12517309 ---Validation accuracy:--- 0.939 Validation Loss: 0.22124414 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1327129 ---Validation accuracy:--- 0.938 Validation Loss: 0.21932764 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09142301 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26142466 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098436266 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22254866 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06523712 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23645464 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15169379 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29158628 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.11018771 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24558294 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12395879 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23645975 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.102530114 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23430784 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06456988 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2686086 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077065565 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23472045 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14663817 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3415914 Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.32861328 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3734434 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1581528 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24122061 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1988116 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2499912 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21597789 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2532088 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2062924 ---Validation accuracy:--- 0.943 Validation Loss: 0.22297578 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24295679 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23407377 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24704376 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21599872 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22927397 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22093359 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10247616 ---Validation accuracy:--- 0.94 Validation Loss: 0.22327983 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09315358 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2485661 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27457678 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24838403 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07554802 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24087124 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14754763 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23532337 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14016224 ---Validation accuracy:--- 0.935 Validation Loss: 0.24465331 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14902395 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21506558 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1444256 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24444404 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15665983 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24603255 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0385981 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23046836 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09015802 ---Validation accuracy:--- 0.934 Validation Loss: 0.23836865 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11961257 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21338496 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13885505 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22718447 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047363967 ---Validation accuracy:--- 0.94 Validation Loss: 0.21734868 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0941794 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26870683 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1646072 ---Validation accuracy:--- 0.9126 Validation Loss: 0.28807828 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2618346 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2507291 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13992068 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26021382 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20214614 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22998367 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14301868 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22074848 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.140566 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21973301 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062610924 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22619916 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10995225 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22161043 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25766838 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21607022 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15824613 ---Validation accuracy:--- 0.94 Validation Loss: 0.21782224 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16755341 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21063386 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21571024 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2251355 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17625415 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23424636 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2306396 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21626335 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.092041165 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22077781 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2246273 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2655059 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1309482 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22251736 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043609846 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21995352 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12102615 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21257508 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33132303 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25482818 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23978324 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23849641 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0601865 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21909966 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07426033 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22118281 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109433845 ---Validation accuracy:--- 0.938 Validation Loss: 0.23058394 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17854458 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22933154 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24420147 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2180042 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21236739 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22590534 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12430716 ---Validation accuracy:--- 0.921 Validation Loss: 0.24925871 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14291324 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23227564 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16670239 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22834824 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10760681 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24575154 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15252878 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22830752 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14444345 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21946858 Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18772104 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23070596 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12615496 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22752695 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13140143 ---Validation accuracy:--- 0.944 Validation Loss: 0.2092458 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106324024 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21114995 Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17935844 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22858082 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17699936 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23528738 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10639597 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22397488 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15436944 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22326992 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1540625 ---Validation accuracy:--- 0.942 Validation Loss: 0.20593426 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16626948 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21706733 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10916796 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2379667 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27998593 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24294858 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19811414 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22078715 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20408617 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21455713 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108153135 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2433731 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09468658 ---Validation accuracy:--- 0.939 Validation Loss: 0.2220732 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15981004 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22369854 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11785334 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21141978 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.114339925 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21731524 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08072905 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23356774 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08960245 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24448183 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17885564 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26258332 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.090000585 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22983147 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13434133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2600448 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.175336 ---Validation accuracy:--- 0.938 Validation Loss: 0.21649268 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10376478 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25573438 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.078774266 ---Validation accuracy:--- 0.935 Validation Loss: 0.24329768 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16191319 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27536508 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20158525 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23178165 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.075897545 ---Validation accuracy:--- 0.939 Validation Loss: 0.21532275 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.113641426 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21698993 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15649693 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2187692 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20062765 ---Validation accuracy:--- 0.936 Validation Loss: 0.2458918 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15938543 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2394553 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12893045 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25012064 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12158928 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2512067 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15853062 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22050166 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18334526 ---Validation accuracy:--- 0.939 Validation Loss: 0.2119149 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18839625 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21582574 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10339188 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20685698 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04525008 ---Validation accuracy:--- 0.942 Validation Loss: 0.21078442 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33679998 ---Validation accuracy:--- 0.899 Validation Loss: 0.38603076 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.67246246 ---Validation accuracy:--- 0.8572 Validation Loss: 0.5835262 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.26115155 ---Validation accuracy:--- 0.91 Validation Loss: 0.32587755 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1473268 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2645913 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10116584 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2700978 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12930308 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26402342 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1377843 ---Validation accuracy:--- 0.925 Validation Loss: 0.26005274 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13059226 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26408246 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048504427 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22879274 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10697157 ---Validation accuracy:--- 0.941 Validation Loss: 0.21828012 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1438738 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2197696 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22501373 ---Validation accuracy:--- 0.932 Validation Loss: 0.24794385 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11209503 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21634726 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08174346 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2177814 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13450597 ---Validation accuracy:--- 0.9354 Validation Loss: 0.230625 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23263304 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25394604 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2244847 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22239116 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24412876 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21938792 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06663701 ---Validation accuracy:--- 0.939 Validation Loss: 0.21724287 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05043374 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21265218 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25350055 ---Validation accuracy:--- 0.916 Validation Loss: 0.27968448 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1688874 ---Validation accuracy:--- 0.9184 Validation Loss: 0.298055 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1497703 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25202468 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22976464 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25280264 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21884829 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22713932 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13439262 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22217408 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1892046 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21350898 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.107205 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20945548 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14557652 ---Validation accuracy:--- 0.941 Validation Loss: 0.21255976 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07262414 ---Validation accuracy:--- 0.939 Validation Loss: 0.22172612 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066736504 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21918975 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10414764 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21302007 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08719178 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20892961 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12278038 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23092148 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04766999 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2308192 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08109198 ---Validation accuracy:--- 0.937 Validation Loss: 0.23512827 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10980448 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21429837 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14915131 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21891761 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09811084 ---Validation accuracy:--- 0.932 Validation Loss: 0.24224587 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13433023 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24027991 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13363686 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23348916 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10221045 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2603424 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08441284 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22259712 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16285229 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22535694 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11434352 ---Validation accuracy:--- 0.936 Validation Loss: 0.22649966 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18136111 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21902527 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14464886 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21687286 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105637684 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22091319 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08993364 ---Validation accuracy:--- 0.935 Validation Loss: 0.22998591 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17089707 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24224192 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.088669844 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23333545 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.085279256 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2527851 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.2907206 ---Validation accuracy:--- 0.862 Validation Loss: 0.43863732 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.3595137 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32117718 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17315288 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26902986 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16940668 ---Validation accuracy:--- 0.922 Validation Loss: 0.30589488 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15095386 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29329064 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26508948 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27232814 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14929584 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22896162 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106532805 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2183535 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.106010616 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24010822 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1672014 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2333267 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20391293 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25731227 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22632831 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23579761 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17298222 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2231251 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12088053 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26533595 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12200399 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24465162 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04349404 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24585041 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13187547 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21526502 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21371005 ---Validation accuracy:--- 0.941 Validation Loss: 0.21593384 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.115942344 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2274955 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036047164 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20941892 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16515778 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23651153 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.15214503 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24792871 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21407448 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22349465 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.150954 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23507133 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14182164 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25221786 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030894637 ---Validation accuracy:--- 0.931 Validation Loss: 0.24154693 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15760912 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23782541 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2323582 ---Validation accuracy:--- 0.925 Validation Loss: 0.2640552 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13799682 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23731883 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12899326 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21933638 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19893253 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21420811 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14082009 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24932264 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.2879026 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22602212 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16017486 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23255955 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12872206 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2176306 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04443872 ---Validation accuracy:--- 0.934 Validation Loss: 0.23790076 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22832519 ---Validation accuracy:--- 0.935 Validation Loss: 0.24563453 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23289318 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22860916 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12005853 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23076394 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053398393 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20888318 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058536302 ---Validation accuracy:--- 0.94 Validation Loss: 0.21276909 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033030123 ---Validation accuracy:--- 0.942 Validation Loss: 0.20908897 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.085580595 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21546806 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1631388 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22252281 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07112773 ---Validation accuracy:--- 0.941 Validation Loss: 0.21786368 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10233842 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22709931 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10421029 ---Validation accuracy:--- 0.938 Validation Loss: 0.2235627 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11542987 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21490937 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07917045 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2176574 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06849766 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22503848 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1864043 ---Validation accuracy:--- 0.94 Validation Loss: 0.22200204 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1596385 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21913867 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17839643 ---Validation accuracy:--- 0.941 Validation Loss: 0.21300879 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10679685 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20992991 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17064859 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21832593 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04316155 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24336626 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14352885 ---Validation accuracy:--- 0.936 Validation Loss: 0.23628281 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1538632 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27770668 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19040538 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24629284 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15907875 ---Validation accuracy:--- 0.939 Validation Loss: 0.21910569 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21189846 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24241416 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07230588 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23870131 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15877701 ---Validation accuracy:--- 0.939 Validation Loss: 0.22275844 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.261732 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24638458 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.115200825 ---Validation accuracy:--- 0.94 Validation Loss: 0.21779218 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11341561 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21197227 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09285456 ---Validation accuracy:--- 0.941 Validation Loss: 0.21416628 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1600153 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20721114 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13513267 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20971186 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13610385 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23571436 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08993159 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2133472 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18300234 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21330515 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13816227 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21014048 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15378255 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20747636 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14211333 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22479348 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11599834 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20375155 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13979189 ---Validation accuracy:--- 0.939 Validation Loss: 0.21943103 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0775416 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24040654 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11799532 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23971772 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15080692 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24296412 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0965768 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2808674 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14049952 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20967466 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14476264 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22059283 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10052276 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23881362 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13572213 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21921569 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25201672 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26333988 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14786181 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21061432 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.119437486 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20439294 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12391013 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20362812 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12752548 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22336298 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16872746 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21433023 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.078011096 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21427171 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08166316 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21830535 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16826622 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20684582 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3336453 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26017842 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1790784 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2501641 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10947217 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21765259 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11302082 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23697512 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22463055 ---Validation accuracy:--- 0.9318 Validation Loss: 0.267801 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18454815 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22027324 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16884464 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22984324 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17096375 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20629312 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07989452 ---Validation accuracy:--- 0.9394 Validation Loss: 0.214659 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09386919 ---Validation accuracy:--- 0.941 Validation Loss: 0.20917039 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09482084 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22029614 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.084997274 ---Validation accuracy:--- 0.92 Validation Loss: 0.25688547 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13138074 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2156356 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118455894 ---Validation accuracy:--- 0.938 Validation Loss: 0.22687311 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14275827 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23317935 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11953823 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2384698 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.148752 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26986045 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14769438 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21048076 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10793242 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22620715 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12549742 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2332727 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10785061 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21763453 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18243328 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28428423 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17318317 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29389316 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14294152 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23226765 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1349311 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22719829 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13180442 ---Validation accuracy:--- 0.939 Validation Loss: 0.22901446 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.110957325 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22731148 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19146413 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23204778 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.117872715 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21300799 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08060642 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2096988 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118887804 ---Validation accuracy:--- 0.942 Validation Loss: 0.21045351 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03314832 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21823193 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.123613834 ---Validation accuracy:--- 0.919 Validation Loss: 0.31649178 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19655389 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22990796 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2872621 ---Validation accuracy:--- 0.923 Validation Loss: 0.30242637 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21271738 ---Validation accuracy:--- 0.939 Validation Loss: 0.23295811 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06678148 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20992653 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13001885 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2156415 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13576464 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21603164 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07951191 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19619712 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1201241 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20216018 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03404096 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2014173 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04741681 ---Validation accuracy:--- 0.932 Validation Loss: 0.24886538 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09608537 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21555112 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17744404 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25580227 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10773906 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2517957 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.22758865 ---Validation accuracy:--- 0.9076 Validation Loss: 0.30202132 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116383955 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23018514 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30242658 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33248588 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.089517996 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21759813 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090474516 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20967256 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061875056 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20603672 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0860668 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20351928 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18394016 ---Validation accuracy:--- 0.9218 Validation Loss: 0.25373247 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11638327 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2089239 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053359967 ---Validation accuracy:--- 0.946 Validation Loss: 0.20139098 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19612564 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2366995 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11247942 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23492993 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13812637 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26345176 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.076600626 ---Validation accuracy:--- 0.938 Validation Loss: 0.22575718 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14596482 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25053602 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29368404 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2233105 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19726728 ---Validation accuracy:--- 0.939 Validation Loss: 0.22561939 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18397944 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21588807 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08562741 ---Validation accuracy:--- 0.943 Validation Loss: 0.21491699 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09487982 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23575097 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11699234 ---Validation accuracy:--- 0.9426 Validation Loss: 0.22082905 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13866413 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21517295 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15756868 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22310878 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.072197326 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23208946 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105876595 ---Validation accuracy:--- 0.942 Validation Loss: 0.21733212 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17269467 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20805 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1374528 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22162305 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14163208 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25286677 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26054984 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20959575 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09627702 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21487045 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.092989504 ---Validation accuracy:--- 0.938 Validation Loss: 0.21747361 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08042881 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26162305 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13894302 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25514236 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14851826 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2316223 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06697644 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22005782 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13645235 ---Validation accuracy:--- 0.939 Validation Loss: 0.2207313 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.068325624 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23839907 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09462904 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21211101 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06807526 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21913013 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.101056956 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22215012 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.6302894 ---Validation accuracy:--- 0.866 Validation Loss: 0.5775798 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4350566 ---Validation accuracy:--- 0.8158 Validation Loss: 0.7241882 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.45222324 ---Validation accuracy:--- 0.841 Validation Loss: 0.41751036 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19703673 ---Validation accuracy:--- 0.901 Validation Loss: 0.32621694 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22332734 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29247475 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08636845 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2643911 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20959038 ---Validation accuracy:--- 0.9104 Validation Loss: 0.2943569 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2806426 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25389636 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10087629 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24979384 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.23585159 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27792183 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11572065 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25561938 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12311318 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25282636 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20499474 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25676915 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14191279 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25195602 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21206848 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2709253 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14093472 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26600495 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1876788 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31757948 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.30848333 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24702021 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19312568 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23355122 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14288102 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22634739 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28482744 ---Validation accuracy:--- 0.936 Validation Loss: 0.22694272 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17449127 ---Validation accuracy:--- 0.9394 Validation Loss: 0.220402 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23756911 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22827618 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18973105 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22849292 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13084564 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23722641 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07209832 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22340962 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1965007 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22673254 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066307366 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2524154 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24275927 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2540184 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19237614 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23761372 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16064188 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23192334 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106469326 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22096452 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116499096 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21274327 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1575038 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22265762 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20352778 ---Validation accuracy:--- 0.899 Validation Loss: 0.2874915 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10194228 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25331724 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08058023 ---Validation accuracy:--- 0.937 Validation Loss: 0.22674553 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13912822 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22585009 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.046339747 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23754814 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06928751 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22221167 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21113832 ---Validation accuracy:--- 0.943 Validation Loss: 0.21286753 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09299543 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22831057 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18496552 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24211846 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060819272 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21829155 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09054568 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21717992 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.042049557 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22037153 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08127472 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23779558 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1159617 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21987617 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11961694 ---Validation accuracy:--- 0.9406 Validation Loss: 0.23030446 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13261534 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22533418 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12437851 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2166784 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0803183 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22958992 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.32495946 ---Validation accuracy:--- 0.939 Validation Loss: 0.22210522 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.15448423 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21778315 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09556151 ---Validation accuracy:--- 0.939 Validation Loss: 0.22093716 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066443555 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26945466 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18152647 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29013273 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23684198 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29081032 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08521057 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2192375 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05141725 ---Validation accuracy:--- 0.941 Validation Loss: 0.21181929 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03243106 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20540373 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07422507 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20490538 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080696255 ---Validation accuracy:--- 0.9454 Validation Loss: 0.210873 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054615818 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2110889 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09436187 ---Validation accuracy:--- 0.9392 Validation Loss: 0.24009444 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09050762 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2189232 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.119089276 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22289473 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07298324 ---Validation accuracy:--- 0.941 Validation Loss: 0.22304673 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05990437 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23760742 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1538835 ---Validation accuracy:--- 0.931 Validation Loss: 0.244686 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10473017 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2155761 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13832775 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22089098 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036040995 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22163545 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09897402 ---Validation accuracy:--- 0.941 Validation Loss: 0.21950488 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12514816 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19821712 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14565365 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21884786 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15455374 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21084031 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15512013 ---Validation accuracy:--- 0.934 Validation Loss: 0.2354061 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22234195 ---Validation accuracy:--- 0.937 Validation Loss: 0.22149968 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.095434576 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20805754 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10968657 ---Validation accuracy:--- 0.942 Validation Loss: 0.21244903 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18131863 ---Validation accuracy:--- 0.944 Validation Loss: 0.20643882 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11114806 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22290796 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16473019 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2033585 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.119060785 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2294705 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07083884 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23049843 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07870232 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2150814 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07355692 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21707906 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14122239 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21489598 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22520456 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23587525 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16142064 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20985998 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09400411 ---Validation accuracy:--- 0.94 Validation Loss: 0.21587776 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116129205 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2320666 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20854244 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20933226 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14297602 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21320926 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1322692 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20388669 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09836705 ---Validation accuracy:--- 0.942 Validation Loss: 0.21636596 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1055451 ---Validation accuracy:--- 0.939 Validation Loss: 0.22919092 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14281285 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21714638 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.101270616 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23761167 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18145975 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2290399 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3435045 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21189155 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17198429 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2515308 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14175218 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2557961 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15501049 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22770308 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26961583 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27967143 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14740619 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21639113 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074094154 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20921113 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22145739 ---Validation accuracy:--- 0.942 Validation Loss: 0.20846365 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12295113 ---Validation accuracy:--- 0.938 Validation Loss: 0.21805777 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07576828 ---Validation accuracy:--- 0.944 Validation Loss: 0.20590052 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1363605 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21337359 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18617153 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19924329 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1504828 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2198214 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1259944 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21295449 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14160031 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20844394 Epoch: 4 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0.3809442 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2873583 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2899101 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13624507 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25131112 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.121394254 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424908 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17119975 ---Validation accuracy:--- 0.933 Validation Loss: 0.23072231 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06337149 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22678003 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08052881 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20060967 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09748537 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20165916 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108622886 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21462019 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105220616 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20074223 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.068971306 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20265655 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21071897 ---Validation accuracy:--- 0.941 Validation Loss: 0.21333489 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10290916 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22779559 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13233292 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19809774 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07369063 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22066958 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039629146 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21190408 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065647505 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19816376 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08972663 ---Validation accuracy:--- 0.943 Validation Loss: 0.20609179 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26350385 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20135258 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15686007 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21513042 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052157737 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1922498 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21247524 ---Validation accuracy:--- 0.939 Validation Loss: 0.20845474 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16644312 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19397607 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16126543 ---Validation accuracy:--- 0.94 Validation Loss: 0.20444363 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04062509 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0.09435231 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22161368 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.0961405 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21418399 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07355258 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21173865 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13363653 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20746137 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09586568 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21168862 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034447085 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20912908 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13810927 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24941987 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070390604 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21367678 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13478449 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2135812 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07067972 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21080904 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1567197 ---Validation accuracy:--- 0.943 Validation Loss: 0.21417294 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0903414 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20571929 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13347505 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19757615 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07913869 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20079513 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18522683 ---Validation accuracy:--- 0.945 Validation Loss: 0.20357868 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12060792 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21482183 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09090304 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20870161 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09785151 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22396131 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15185583 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22093418 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13852644 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22362374 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10781574 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2274426 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13912947 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2155712 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08277132 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22251941 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15463625 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23176438 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13234529 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21586055 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13384518 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21947075 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106964014 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24456245 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07403427 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21886866 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20017806 ---Validation accuracy:--- 0.945 Validation Loss: 0.19825485 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08951436 ---Validation accuracy:--- 0.942 Validation Loss: 0.21205892 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16762978 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21662085 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12801391 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20397055 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25867343 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21080965 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17478634 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23216929 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18466303 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20602547 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09778705 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20553814 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15536372 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20571402 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09225618 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20263237 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18743809 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2006627 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11166658 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20006227 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21462077 ---Validation accuracy:--- 0.941 Validation Loss: 0.21269858 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10977688 ---Validation accuracy:--- 0.939 Validation Loss: 0.21713348 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13602453 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20656225 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16424702 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21040171 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14188534 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2084988 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.064942814 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2041678 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2650691 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25318012 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1125187 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20097932 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08546921 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2506044 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1757906 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22738345 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.121303156 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21066192 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13705006 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2083917 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19006942 ---Validation accuracy:--- 0.944 Validation Loss: 0.20275791 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.114321716 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21457073 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08174613 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18923353 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1070719 ---Validation accuracy:--- 0.946 Validation Loss: 0.1956444 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07281729 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2218597 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19346493 ---Validation accuracy:--- 0.94 Validation Loss: 0.21734379 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10243725 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20408286 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12552655 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21353064 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13166429 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21308984 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09934409 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20028812 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.117211856 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19555978 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065085575 ---Validation accuracy:--- 0.946 Validation Loss: 0.19802773 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10853649 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22263603 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18016326 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21129349 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.088445075 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20608994 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20639172 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20544782 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14062265 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20238239 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062032327 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20608288 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042084794 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20755047 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10601557 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22103648 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09318445 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23023643 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0979403 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21391763 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033370625 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20243242 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2725925 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2490311 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.059065115 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2132321 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.112071864 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21755323 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15417396 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20816873 Epoch: 4 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0.20601192 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19944233 ---Validation accuracy:--- 0.935 Validation Loss: 0.22951692 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17916761 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20726748 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1321118 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21196447 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14004852 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24803919 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13927054 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25268927 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12041519 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26910302 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08881355 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22833681 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08218606 ---Validation accuracy:--- 0.939 Validation Loss: 0.21736506 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08799178 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21480173 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042232 ---Validation accuracy:--- 0.94 Validation Loss: 0.21673247 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13635884 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22001733 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14611256 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20961978 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17242569 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19995993 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0906374 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20558798 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07131352 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20210184 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054777134 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20482767 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.100329764 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22154023 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14099559 ---Validation accuracy:--- 0.943 Validation Loss: 0.20398347 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15520225 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19884245 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15389282 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21661334 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046993304 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23390236 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08144751 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1999903 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.076660804 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2256994 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17865767 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20662592 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13545582 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21755749 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15415055 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22616094 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21488476 ---Validation accuracy:--- 0.927 Validation Loss: 0.24300165 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26916218 ---Validation accuracy:--- 0.9306 Validation Loss: 0.254067 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18597475 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23919624 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12932573 ---Validation accuracy:--- 0.94 Validation Loss: 0.21233203 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11746549 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20018484 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28182277 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2006294 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08765726 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21919052 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11751823 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2057172 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058683835 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20989406 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13543946 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21459028 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1390424 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24679798 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13004875 ---Validation accuracy:--- 0.942 Validation Loss: 0.21392097 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034801513 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21551357 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1559684 ---Validation accuracy:--- 0.933 Validation Loss: 0.24643537 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08503397 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22298162 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.111385606 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22238778 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14778592 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20622593 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09311046 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1993258 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17488325 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22015655 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.103624016 ---Validation accuracy:--- 0.942 Validation Loss: 0.20475264 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10454567 ---Validation accuracy:--- 0.939 Validation Loss: 0.22114563 Epoch: 4 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0.23529038 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13200581 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22581646 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11977592 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22103477 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24249043 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24343368 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08191738 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22105454 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08079379 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20840059 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05407577 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20190991 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14017951 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19803278 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118775465 ---Validation accuracy:--- 0.94 Validation Loss: 0.20846675 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.076695375 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21023047 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06309592 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19936672 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12970677 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20926096 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07391055 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22598606 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079180144 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20815963 Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19231263 ---Validation accuracy:--- 0.917 Validation Loss: 0.27911875 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034327596 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20641504 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13159727 ---Validation accuracy:--- 0.932 Validation Loss: 0.22969094 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12956713 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25873286 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16315742 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22290765 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1645878 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22617999 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19044629 ---Validation accuracy:--- 0.923 Validation Loss: 0.2808057 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14876431 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23212403 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12827088 ---Validation accuracy:--- 0.94 Validation Loss: 0.22821753 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08752594 ---Validation accuracy:--- 0.943 Validation Loss: 0.21883902 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11077129 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20916404 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1650364 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23463337 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12866962 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22903645 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037706073 ---Validation accuracy:--- 0.945 Validation Loss: 0.19251654 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.060834922 ---Validation accuracy:--- 0.945 Validation Loss: 0.19682813 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.064842604 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2052586 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1654114 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2040827 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11435148 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20805733 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06883683 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1994198 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12130435 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2027644 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21798868 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23552187 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12232878 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1935745 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21658115 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2512629 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27226737 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24625137 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14453776 ---Validation accuracy:--- 0.926 Validation Loss: 0.25389636 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18628429 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22369167 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1319431 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2130105 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084316164 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22537437 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09507316 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2044456 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09881424 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20149565 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.092194125 ---Validation accuracy:--- 0.945 Validation Loss: 0.19944209 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12500492 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21418536 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06942174 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20175478 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020261163 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19344968 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2171257 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20425999 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10488421 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22869834 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10265524 ---Validation accuracy:--- 0.936 Validation Loss: 0.23125742 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18494014 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2128305 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12589821 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20688917 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.141864 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21309307 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15216105 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19591784 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14194775 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2295432 Epoch: 5 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0.20396335 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15524948 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2182376 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13640289 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22254522 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09707281 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20464963 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13582891 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20533186 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079266 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19151738 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09455869 ---Validation accuracy:--- 0.944 Validation Loss: 0.20273614 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12579507 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20826063 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18505079 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21494949 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052291278 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20255256 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1416948 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19988607 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15449294 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19742374 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07148064 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20624587 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04881755 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23041418 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17097227 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22600408 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18979736 ---Validation accuracy:--- 0.9398 Validation Loss: 0.23049809 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2177549 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21441391 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10782012 ---Validation accuracy:--- 0.945 Validation Loss: 0.20560679 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15542729 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23757769 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23082721 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22690828 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12034735 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21724764 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.086234115 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20649482 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32166108 ---Validation accuracy:--- 0.924 Validation Loss: 0.26108146 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12094177 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2269853 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23407073 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0.09275522 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19319116 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07736089 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19056591 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.085797146 ---Validation accuracy:--- 0.941 Validation Loss: 0.21218833 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08510211 ---Validation accuracy:--- 0.942 Validation Loss: 0.20943995 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18643998 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21450469 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17084225 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22839838 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09529373 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20892574 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13201644 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22066407 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19507444 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20435375 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.045727145 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20947006 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11398114 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19942681 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07073262 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20758213 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.314034 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21705937 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07666731 ---Validation accuracy:--- 0.943 Validation Loss: 0.21298613 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22358608 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20648177 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14104189 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22167143 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14728035 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20705618 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1001606 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2035718 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11738884 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2209613 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12697072 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2000548 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.153642 ---Validation accuracy:--- 0.944 Validation Loss: 0.199624 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12839523 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21481358 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12004876 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20140001 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10454431 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19571616 Epoch: 5 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0.21737383 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11482434 ---Validation accuracy:--- 0.9422 Validation Loss: 0.202971 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11074526 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20380776 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08867237 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21322379 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.080053546 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20960131 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1279332 ---Validation accuracy:--- 0.9468 Validation Loss: 0.199327 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09733284 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19888528 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1336133 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20264526 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18657276 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22420254 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115579754 ---Validation accuracy:--- 0.942 Validation Loss: 0.20144434 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.085533336 ---Validation accuracy:--- 0.945 Validation Loss: 0.20804201 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17324047 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1987039 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0776854 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20376347 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08422459 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20521286 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115476586 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24313523 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12613513 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20719184 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15888529 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22388276 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15509538 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20797287 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096429735 ---Validation accuracy:--- 0.943 Validation Loss: 0.21749917 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11053151 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20452116 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07807242 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24282293 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17365326 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2253521 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.108519986 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2440633 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07854602 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21585447 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20254947 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20831674 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18248795 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2270886 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13697878 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20474799 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21242389 ---Validation accuracy:--- 0.945 Validation Loss: 0.20376426 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15524721 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20786563 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15189986 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21926405 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14820567 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2199193 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30521062 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22007759 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.124677345 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22175743 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11709819 ---Validation accuracy:--- 0.935 Validation Loss: 0.229675 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11403575 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23772317 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14124899 ---Validation accuracy:--- 0.941 Validation Loss: 0.21843572 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17019413 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23090237 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10157974 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2152954 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13044435 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2078091 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15911315 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22542556 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.18172304 ---Validation accuracy:--- 0.939 Validation Loss: 0.22312342 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063418955 ---Validation accuracy:--- 0.946 Validation Loss: 0.20996128 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12195206 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22629602 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1613501 ---Validation accuracy:--- 0.935 Validation Loss: 0.24049951 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027346311 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21312766 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15343834 ---Validation accuracy:--- 0.937 Validation Loss: 0.23876382 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19665757 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24525012 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08959246 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22390528 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15421736 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20627517 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10479647 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22212139 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12930231 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21074785 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094085634 ---Validation accuracy:--- 0.935 Validation Loss: 0.2366177 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.090284936 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2120068 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09254427 ---Validation accuracy:--- 0.944 Validation Loss: 0.21525642 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048727483 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21309017 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26241416 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21489239 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1149386 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21481454 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.122898646 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21553738 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12065333 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22203256 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2141125 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2700189 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2514905 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22347622 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12564333 ---Validation accuracy:--- 0.941 Validation Loss: 0.21189196 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19043693 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20632918 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07257429 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20781645 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.114254534 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2214615 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0932955 ---Validation accuracy:--- 0.939 Validation Loss: 0.21601474 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032913145 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2197751 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23791744 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23666348 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14532763 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22651312 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0706176 ---Validation accuracy:--- 0.936 Validation Loss: 0.23434763 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.093925565 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22638857 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09493481 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22273816 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0646089 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22018808 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051253967 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23073642 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102331735 ---Validation accuracy:--- 0.944 Validation Loss: 0.21129236 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14974675 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20208953 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07709826 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21385331 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.051704388 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22870679 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13484906 ---Validation accuracy:--- 0.937 Validation Loss: 0.22082935 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16358623 ---Validation 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Loss: 0.094261386 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23830771 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10061776 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20913227 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08841812 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21204019 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06598494 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20690054 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13763376 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23031323 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0604579 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23899792 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037237186 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21273394 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21439266 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22646639 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14843118 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26158866 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19528264 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22529931 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079543106 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20569307 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.063517764 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20204408 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08381104 ---Validation accuracy:--- 0.941 Validation Loss: 0.22050373 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15270817 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21745095 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09714876 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2153187 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.068773545 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23454326 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15317367 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25456622 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14486305 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21445876 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13688822 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2377563 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07801158 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2107888 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17646053 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21845813 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07644772 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21505664 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.0861964 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20591147 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07325235 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23176457 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17535144 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2745733 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29763842 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24685253 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16185796 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2237452 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16187325 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20446405 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09672224 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20399815 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08696123 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20554274 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21244037 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23003465 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1244968 ---Validation accuracy:--- 0.94 Validation Loss: 0.22466484 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08619987 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24880059 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09319854 ---Validation accuracy:--- 0.944 Validation Loss: 0.21024053 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06181301 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20876192 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.120175324 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21094893 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11513088 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21871099 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042875137 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20927808 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23977405 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24643081 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10731613 ---Validation 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---Validation accuracy:--- 0.9352 Validation Loss: 0.22981814 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18805622 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26241255 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.106574565 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29894215 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067204535 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24470088 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052432787 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22262442 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091657735 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20929295 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092662804 ---Validation accuracy:--- 0.942 Validation Loss: 0.21239477 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12048996 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22002715 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19676651 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24241275 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13662909 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22657137 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1293891 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22764052 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17584884 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21613298 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08350318 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20626277 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.219865 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23516992 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10438622 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25253412 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1577214 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22312021 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.105063304 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2051215 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09351936 ---Validation accuracy:--- 0.943 Validation Loss: 0.20290096 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07074056 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2544957 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02931638 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20294267 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07242531 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1996671 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.097450756 ---Validation accuracy:--- 0.943 Validation Loss: 0.19903164 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1470655 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20438118 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06892218 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20971718 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08336954 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19905451 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13028057 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19591108 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16475174 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22421363 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14245507 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20092736 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08281729 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21520591 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0505233 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2152582 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.089538805 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2172676 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1700695 ---Validation accuracy:--- 0.936 Validation Loss: 0.25268534 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035263248 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22539003 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16650133 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20720048 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18278782 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26955035 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034181908 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23447807 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20175382 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21088032 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15275452 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2742353 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061764 ---Validation accuracy:--- 0.937 Validation Loss: 0.22863632 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837881 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21959746 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1135568 ---Validation accuracy:--- 0.938 Validation Loss: 0.23838003 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016051708 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2275 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1508595 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22836968 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09037645 ---Validation accuracy:--- 0.9294 Validation Loss: 0.28202134 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17549965 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23106736 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06264817 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22933066 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12116085 ---Validation accuracy:--- 0.942 Validation Loss: 0.20936109 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12644152 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19621576 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09059586 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19546998 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.19290763 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22280861 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025719909 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20384327 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.115994126 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19875573 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08955077 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19447638 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048607387 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20269924 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1415211 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2494121 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2129161 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Loss: 0.110883206 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21001704 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13539106 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19176702 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07740362 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19547768 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2162765 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20900981 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07739718 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20314772 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13249856 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20825095 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08060995 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20143475 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21676154 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20284975 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18893982 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21591723 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20762211 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20808025 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1872759 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20791924 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15189238 ---Validation accuracy:--- 0.943 Validation Loss: 0.2037069 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16491303 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19839817 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.081057265 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19472714 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17833385 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19739431 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07600907 ---Validation accuracy:--- 0.939 Validation Loss: 0.211972 Epoch: 5 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0.20669961 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088771485 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22445361 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18255216 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21330547 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1221771 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21130581 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07915654 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22045591 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16468884 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26062235 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15105657 ---Validation accuracy:--- 0.936 Validation Loss: 0.23809642 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.081024885 ---Validation accuracy:--- 0.939 Validation Loss: 0.22627936 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16205147 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20545079 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2319108 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22623359 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.120324716 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20859131 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06256563 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20121662 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10113575 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2123545 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08676347 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20721202 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1547025 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21341555 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13517095 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2036002 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11791866 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20165619 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0637471 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2084936 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10422185 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21904604 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2880747 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24104565 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12253161 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22233635 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09856762 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21917358 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12958942 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22203362 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15822154 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2351187 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13253838 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0.116157055 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20379494 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094499566 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21458721 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13847883 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2054957 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07739413 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19915052 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05035571 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20533538 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08977247 ---Validation accuracy:--- 0.944 Validation Loss: 0.20425919 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09763653 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21437548 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13818409 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20602971 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.119629584 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21137407 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11699766 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20928164 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12855905 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2083269 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040512957 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19766082 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09118564 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21024014 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060334854 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20593771 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18255717 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21091399 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2610333 ---Validation accuracy:--- 0.932 Validation Loss: 0.24685565 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18798971 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2809467 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14914262 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26036093 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057597026 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23159637 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07570854 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22704712 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067481935 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20964493 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13877785 ---Validation accuracy:--- 0.9412 Validation Loss: 0.216497 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08359125 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24247299 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08161365 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22173394 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10148206 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22090517 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083811074 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2057624 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13238871 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21471365 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05447137 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21111406 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09031254 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23221254 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08604479 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21547109 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10569402 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2268435 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11726969 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2415811 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102769226 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21611194 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.134152 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20902178 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.13532422 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20687383 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09167837 ---Validation accuracy:--- 0.934 Validation Loss: 0.23431167 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11562679 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21747886 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23613383 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22251889 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07357481 ---Validation accuracy:--- 0.942 Validation Loss: 0.21593411 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1402075 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21720947 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14916626 ---Validation accuracy:--- 0.94 Validation Loss: 0.21228598 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10934796 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2091377 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12646195 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21069664 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043137554 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20750545 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10654171 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20752673 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17342447 ---Validation accuracy:--- 0.941 Validation Loss: 0.21008511 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0811183 ---Validation accuracy:--- 0.939 Validation Loss: 0.22261238 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20392515 ---Validation 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0.09087897 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2147749 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041700803 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25216684 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059391297 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2294622 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08375239 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22304587 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0870225 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2144561 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13297465 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22888774 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18978001 ---Validation accuracy:--- 0.923 Validation Loss: 0.2826098 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14935191 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23363829 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0377519 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22672296 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07823406 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20381342 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07173698 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20707726 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029016055 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21446326 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13315107 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22014676 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08959999 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2158747 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08232247 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23790146 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08610656 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20498364 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11848885 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20862007 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065264426 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20616342 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13596343 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21338043 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08386424 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22750266 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09618332 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21225981 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13484783 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2296594 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22842279 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2537278 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08996767 ---Validation accuracy:--- 0.937 Validation Loss: 0.23355497 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07853359 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21162724 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08783321 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25048456 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25933093 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38397318 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15308586 ---Validation accuracy:--- 0.924 Validation Loss: 0.28052384 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08444702 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23410532 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09019063 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24436948 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09682467 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2709941 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.041518345 ---Validation accuracy:--- 0.9296 Validation Loss: 0.260192 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091629304 ---Validation accuracy:--- 0.9336 Validation Loss: 0.230504 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17726181 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23313572 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1168499 ---Validation accuracy:--- 0.934 Validation Loss: 0.2327061 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09095615 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24744307 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20814869 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33292317 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21713214 ---Validation accuracy:--- 0.8924 Validation Loss: 0.33683282 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1207285 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21838567 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25961816 ---Validation accuracy:--- 0.942 Validation Loss: 0.20807298 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09929336 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22866328 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.123255275 ---Validation accuracy:--- 0.939 Validation Loss: 0.21356136 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15473443 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20866755 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17167732 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23960723 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20025016 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24642435 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.079389594 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22405192 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08944423 ---Validation accuracy:--- 0.944 Validation Loss: 0.20597783 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.077608645 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20982131 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04332759 ---Validation accuracy:--- 0.941 Validation Loss: 0.21067367 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06302519 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22072275 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17712192 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21420762 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18702194 ---Validation accuracy:--- 0.94 Validation Loss: 0.21962391 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1536796 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21841866 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17397192 ---Validation accuracy:--- 0.939 Validation Loss: 0.22453508 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2037414 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21644859 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07615715 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20756325 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08372902 ---Validation accuracy:--- 0.942 Validation Loss: 0.21269445 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060863752 ---Validation accuracy:--- 0.939 Validation Loss: 0.21456867 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18976693 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22341079 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.092673734 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22326759 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14637403 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23946181 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24287137 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22506015 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0818095 ---Validation accuracy:--- 0.942 Validation Loss: 0.21630014 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.138758 ---Validation accuracy:--- 0.94 Validation Loss: 0.21963975 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10486535 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23140007 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13606478 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24904463 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057440378 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20735489 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06383869 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21928594 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03501727 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20768987 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15504257 ---Validation accuracy:--- 0.944 Validation Loss: 0.20401476 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15284635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21204619 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09327227 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20435445 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09747444 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20027737 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02376778 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20288147 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.089456774 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22173874 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030293593 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2079768 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09094218 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20458469 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058578566 ---Validation accuracy:--- 0.946 Validation Loss: 0.2050499 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15409873 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20926304 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.085988455 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21024783 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07075428 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21672378 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17257528 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21027058 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14090195 ---Validation accuracy:--- 0.945 Validation Loss: 0.21442525 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24566342 ---Validation accuracy:--- 0.941 Validation Loss: 0.22240308 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08498363 ---Validation accuracy:--- 0.935 Validation Loss: 0.23488465 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.110982075 ---Validation accuracy:--- 0.938 Validation Loss: 0.23210523 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08482637 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24866465 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14462969 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2294064 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10633938 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22565943 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25869784 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2366122 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07013284 ---Validation accuracy:--- 0.936 Validation Loss: 0.22233857 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22176373 ---Validation accuracy:--- 0.939 Validation Loss: 0.22179209 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083825245 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2112127 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17725797 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20701556 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11344269 ---Validation accuracy:--- 0.942 Validation Loss: 0.20870969 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08710295 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21420582 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09328505 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20934482 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.1038332 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21928635 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050556995 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20501578 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07285366 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20379667 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15625368 ---Validation accuracy:--- 0.941 Validation Loss: 0.21291666 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11868382 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21705459 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.064998746 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21106079 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15144037 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20948008 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1379931 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19905944 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.059405547 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19658288 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17366436 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19766912 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11728761 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2029315 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12607141 ---Validation accuracy:--- 0.943 Validation Loss: 0.19906597 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16055515 ---Validation accuracy:--- 0.945 Validation Loss: 0.19428912 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053378984 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20713262 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15758225 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21111494 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0668825 ---Validation accuracy:--- 0.944 Validation Loss: 0.19515112 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10503678 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20007831 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13914888 ---Validation accuracy:--- 0.944 Validation Loss: 0.20425133 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11915752 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19724897 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09051642 ---Validation accuracy:--- 0.935 Validation Loss: 0.22160782 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14706841 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22686148 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24464606 ---Validation accuracy:--- 0.939 Validation Loss: 0.21271953 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07470818 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20347969 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12325964 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21084687 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17148216 ---Validation accuracy:--- 0.923 Validation Loss: 0.2547437 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.101843156 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21191579 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12656957 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2088119 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10924023 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23288798 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19368568 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22208662 Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2154678 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20607147 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17308883 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19639112 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032118157 ---Validation accuracy:--- 0.944 Validation Loss: 0.20028615 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031012839 ---Validation accuracy:--- 0.944 Validation Loss: 0.2012124 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15786377 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21419607 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.112395965 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20609087 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08659246 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19758517 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051268253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20276494 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051910046 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20396045 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10908232 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22513054 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09012317 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19736215 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08146722 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19565025 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.0893777 ---Validation accuracy:--- 0.948 Validation Loss: 0.19696474 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1443625 ---Validation accuracy:--- 0.942 Validation Loss: 0.2163811 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04409778 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19617046 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11642807 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19647671 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15081082 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21042489 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12319504 ---Validation accuracy:--- 0.9362 Validation Loss: 0.25167185 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1122016 ---Validation accuracy:--- 0.944 Validation Loss: 0.20396866 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07386069 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21608135 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0712406 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1927317 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16500889 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22050332 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15665495 ---Validation accuracy:--- 0.943 Validation Loss: 0.21792717 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084918745 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20531519 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19942316 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22482607 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17037952 ---Validation accuracy:--- 0.945 Validation Loss: 0.1986853 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2775068 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2237535 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08819569 ---Validation accuracy:--- 0.94 Validation Loss: 0.22672847 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06699423 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1999028 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11838834 ---Validation accuracy:--- 0.945 Validation Loss: 0.19815776 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07084198 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19202285 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19792774 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20704262 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11097742 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20140497 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18103966 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23364201 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10215927 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20369326 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.081622794 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20023009 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1415315 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20585594 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1479091 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19773766 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09155724 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19683412 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047543302 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19591287 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0844135 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18976368 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07606699 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23654975 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21342975 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22305293 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07349235 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20256187 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.057085942 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20088147 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12694736 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2112255 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07808549 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22097236 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05021575 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2135739 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20415783 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2061417 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084435776 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2265646 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19299918 ---Validation accuracy:--- 0.938 Validation Loss: 0.23188384 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.25260827 ---Validation accuracy:--- 0.9192 Validation Loss: 0.27193505 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0928574 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20557761 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.163414 ---Validation accuracy:--- 0.943 Validation Loss: 0.21043514 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14083952 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20422259 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05759795 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20603737 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08740446 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2167732 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058321763 ---Validation accuracy:--- 0.943 Validation Loss: 0.2126646 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13489932 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23268987 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15405124 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26650006 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13677405 ---Validation accuracy:--- 0.936 Validation Loss: 0.22632398 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23458236 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27029237 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20433223 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20941035 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16076496 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21627879 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15399164 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20517473 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.064195745 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21601917 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07205679 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2006361 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0526832 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21016541 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077138335 ---Validation accuracy:--- 0.941 Validation Loss: 0.2184049 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12930705 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20368893 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.076584235 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19598703 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13547604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2035406 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016378669 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19662699 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09127734 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19483662 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12968218 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20808935 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08953433 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20173623 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0584822 ---Validation accuracy:--- 0.946 Validation Loss: 0.1947835 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13714612 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23373276 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.108075105 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21022226 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09842901 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23615049 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07550835 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21215425 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13349251 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21004868 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1928158 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22374925 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17103031 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20592475 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17148235 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19136392 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12818775 ---Validation accuracy:--- 0.944 Validation Loss: 0.20955591 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13757806 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1910809 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.076277666 ---Validation accuracy:--- 0.945 Validation Loss: 0.20256296 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12150699 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2081044 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09178224 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21420059 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07779236 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20508027 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14739785 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20743191 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061568342 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19472973 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06363665 ---Validation accuracy:--- 0.936 Validation Loss: 0.22752877 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07929809 ---Validation accuracy:--- 0.948 Validation Loss: 0.1930408 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08964515 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20022145 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246224 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19513567 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2829909 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22204375 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06952731 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21511626 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11291177 ---Validation accuracy:--- 0.949 Validation Loss: 0.19199735 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.099432155 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20273015 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21277373 ---Validation accuracy:--- 0.946 Validation Loss: 0.2016708 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23380628 ---Validation accuracy:--- 0.9432 Validation Loss: 0.207675 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17396377 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19210637 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08912694 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18641597 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.110681124 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18801697 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08130111 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20358571 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14254592 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19621977 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06405368 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20533623 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23992461 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21199417 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16087498 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24249448 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12112335 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20909709 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11318983 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19859947 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18720227 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19773762 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11215362 ---Validation accuracy:--- 0.946 Validation Loss: 0.19232042 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10444294 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20965019 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08222986 ---Validation accuracy:--- 0.941 Validation Loss: 0.21464348 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09923958 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2700435 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18882896 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22672518 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17965588 ---Validation accuracy:--- 0.945 Validation Loss: 0.20611978 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062438842 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21654367 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.1814623 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22212143 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13395324 ---Validation accuracy:--- 0.926 Validation Loss: 0.26080436 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14541782 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24013247 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06331373 ---Validation accuracy:--- 0.946 Validation Loss: 0.19977966 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053236213 ---Validation accuracy:--- 0.94 Validation Loss: 0.21824983 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14316286 ---Validation accuracy:--- 0.926 Validation Loss: 0.26530436 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08713984 ---Validation accuracy:--- 0.938 Validation Loss: 0.23128033 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08892012 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2199071 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104533866 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24952656 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10809322 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23332727 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14835969 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24506414 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05479172 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23534136 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10566017 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25401676 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.073700055 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2832732 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063360065 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23440869 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10074503 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21665947 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10378327 ---Validation accuracy:--- 0.941 Validation Loss: 0.20802934 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0746433 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2118588 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13254513 ---Validation accuracy:--- 0.939 Validation Loss: 0.21878362 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065952994 ---Validation accuracy:--- 0.945 Validation Loss: 0.20344165 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.07020841 ---Validation accuracy:--- 0.938 Validation Loss: 0.22594541 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10965718 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23269893 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27666047 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25065714 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1308017 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2299343 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13681564 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23399492 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21549042 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21234924 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054336082 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21402872 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11319238 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22835134 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14390011 ---Validation accuracy:--- 0.936 Validation Loss: 0.24026543 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0932304 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20930664 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.113901064 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20490068 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.102850474 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2387246 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08571148 ---Validation accuracy:--- 0.94 Validation Loss: 0.21724643 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19510542 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2304375 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09860361 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23599185 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084599145 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2082466 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15988757 ---Validation accuracy:--- 0.939 Validation Loss: 0.21507247 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13459398 ---Validation accuracy:--- 0.937 Validation Loss: 0.229477 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14829181 ---Validation accuracy:--- 0.927 Validation Loss: 0.26858866 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2404557 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2610625 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07171683 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22360757 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13152115 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21488574 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11777216 ---Validation accuracy:--- 0.941 Validation Loss: 0.22037593 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.111941054 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22468609 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08680458 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20747617 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.066427745 ---Validation accuracy:--- 0.947 Validation Loss: 0.20373955 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.29463428 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28354082 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21492706 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22447579 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14523038 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20885417 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23510273 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2211774 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0649214 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21132268 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10703932 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19640541 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08917025 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19787301 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10259396 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2017295 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16009769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21653345 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082491904 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20999952 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11321666 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2459337 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09128213 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24393405 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058721494 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20620346 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.046525765 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20341963 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025752911 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20372458 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.097127244 ---Validation accuracy:--- 0.946 Validation Loss: 0.19852385 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0379875 ---Validation accuracy:--- 0.946 Validation Loss: 0.19999082 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10078985 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19207019 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0873708 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20936723 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11488873 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20326944 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08551525 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19853507 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.096165754 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19149068 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1259411 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2178342 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.094299056 ---Validation accuracy:--- 0.917 Validation Loss: 0.2795038 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07330494 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22277066 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12880594 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21598475 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11279045 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22343843 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14005904 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21165115 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14690939 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21166372 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045727096 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20881897 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07094574 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21386015 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10296555 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20454536 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.118644655 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21890262 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17247647 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2152204 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10264625 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22920896 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12907793 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20206979 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16251522 ---Validation accuracy:--- 0.943 Validation Loss: 0.20459028 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13326323 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19127344 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04026243 ---Validation accuracy:--- 0.947 Validation Loss: 0.19903797 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12047955 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19968581 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18064994 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21222617 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18850464 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21000236 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09842962 ---Validation accuracy:--- 0.943 Validation Loss: 0.21464175 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08354599 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21640389 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15492672 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22912312 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10032766 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21149214 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11055317 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2142269 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09737693 ---Validation accuracy:--- 0.935 Validation Loss: 0.23323652 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07563692 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21527036 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.106744796 ---Validation accuracy:--- 0.943 Validation Loss: 0.22003384 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0374457 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20135812 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15412554 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20558377 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.21611339 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27260947 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17992672 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22682388 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15829177 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30225554 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10161288 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2194917 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19758143 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21072786 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12725388 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23626037 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16557258 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20112981 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10872864 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1966913 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09977236 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19776212 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16183308 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20269018 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17480762 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20905161 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10951513 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22634995 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15161557 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20426533 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.20364575 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2757792 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20257764 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28016576 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19987917 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22917522 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062477656 ---Validation accuracy:--- 0.94 Validation Loss: 0.21806562 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12096051 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19160734 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13869947 ---Validation accuracy:--- 0.946 Validation Loss: 0.19724518 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07375269 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1925964 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0246987 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19342496 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21145248 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21635644 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0814901 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2255895 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12203756 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20469292 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.043717697 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21292983 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246359 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19755673 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1182121 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2033714 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040464416 ---Validation accuracy:--- 0.938 Validation Loss: 0.22420733 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20920448 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23184943 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06648565 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21129231 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20855047 ---Validation accuracy:--- 0.929 Validation Loss: 0.28286514 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10930733 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23375386 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13656397 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22182685 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16260862 ---Validation accuracy:--- 0.945 Validation Loss: 0.19891292 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10130064 ---Validation accuracy:--- 0.943 Validation Loss: 0.20818809 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14379919 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20291722 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18273304 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21101739 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15939891 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19273655 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07575373 ---Validation accuracy:--- 0.945 Validation Loss: 0.19597916 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16991672 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21154961 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13094361 ---Validation accuracy:--- 0.9468 Validation Loss: 0.2053914 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16655523 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Loss: 0.11051988 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20780337 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05782213 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20404518 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09309732 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21519163 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12632011 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23288469 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06321917 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21132617 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08753866 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21588457 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11201473 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21401274 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08857418 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20432582 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.111687295 ---Validation accuracy:--- 0.9486 Validation Loss: 0.20156318 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055494666 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19429107 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10647301 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19803096 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10750923 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18900464 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.068590395 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21104649 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054361247 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20449883 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13224402 ---Validation accuracy:--- 0.946 Validation Loss: 0.19745623 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09780398 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19417366 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14463975 ---Validation accuracy:--- 0.942 Validation Loss: 0.21648027 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09323917 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20831755 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.100997925 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19646677 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.109464854 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20115016 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063231885 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19959974 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.088604696 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20670508 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09429903 ---Validation accuracy:--- 0.947 Validation Loss: 0.19663909 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10685106 ---Validation accuracy:--- 0.9434 Validation 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0.9428 Validation Loss: 0.2035529 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1157263 ---Validation accuracy:--- 0.946 Validation Loss: 0.20135881 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023408193 ---Validation accuracy:--- 0.944 Validation Loss: 0.21264675 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1155372 ---Validation accuracy:--- 0.944 Validation Loss: 0.20300733 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06046586 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19094546 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13777004 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2605845 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10746537 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2198887 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18024188 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27095774 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.28544182 ---Validation accuracy:--- 0.9214 Validation Loss: 0.31197667 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11849335 ---Validation accuracy:--- 0.9452 Validation Loss: 0.202126 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12207825 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20167384 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16179782 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19941145 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12685192 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22724189 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11377726 ---Validation accuracy:--- 0.939 Validation Loss: 0.23120415 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16857013 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28095362 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11479266 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2532591 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10629244 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19444308 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10284321 ---Validation accuracy:--- 0.944 Validation Loss: 0.1994513 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09861309 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20569365 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04707428 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19800343 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12359669 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2029713 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.086645186 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19840525 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07059109 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20293717 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15514229 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20050232 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21238111 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2218099 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14956574 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20464443 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07853761 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21090366 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13923442 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19494832 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20675391 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20240462 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07812523 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20536245 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09986517 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19675046 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.080922805 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19921865 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04078024 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20302644 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10166986 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20869921 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13691908 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20240635 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13476366 ---Validation accuracy:--- 0.9458 Validation Loss: 0.21329018 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.23367016 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2005212 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1168792 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21111685 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.119378984 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19289133 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08344614 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19311585 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04072611 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19986856 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06752765 ---Validation accuracy:--- 0.948 Validation Loss: 0.1970397 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17295061 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1962384 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06735804 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20958486 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15837152 ---Validation accuracy:--- 0.946 Validation Loss: 0.20411739 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.098741576 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21699317 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.117154084 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20472702 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.044197492 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2149641 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082096994 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21578325 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18449776 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21890302 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054412376 ---Validation accuracy:--- 0.941 Validation Loss: 0.21461597 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.230755 ---Validation accuracy:--- 0.9128 Validation Loss: 0.29421246 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.15741703 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25939965 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10763935 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21715137 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1327498 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21349765 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20023134 ---Validation accuracy:--- 0.941 Validation Loss: 0.2167626 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12869841 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21019651 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.110008776 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22434165 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13520627 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21267703 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10160728 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19975147 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12741573 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20162264 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10724167 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20759605 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.093247324 ---Validation accuracy:--- 0.942 Validation Loss: 0.2129831 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13764614 ---Validation accuracy:--- 0.935 Validation Loss: 0.23044306 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.043188866 ---Validation accuracy:--- 0.928 Validation Loss: 0.24939515 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08931791 ---Validation accuracy:--- 0.942 Validation Loss: 0.20975791 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043579567 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21547796 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1187748 ---Validation accuracy:--- 0.941 Validation Loss: 0.20473513 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07846224 ---Validation accuracy:--- 0.939 Validation Loss: 0.21743545 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1512695 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22638811 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09283402 ---Validation accuracy:--- 0.949 Validation Loss: 0.20111221 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06430509 ---Validation accuracy:--- 0.943 Validation Loss: 0.2129691 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17227492 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19872494 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09718746 ---Validation accuracy:--- 0.947 Validation Loss: 0.1959171 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1695726 ---Validation accuracy:--- 0.944 Validation Loss: 0.20855425 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10837991 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1989434 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07777385 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19393925 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10502884 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19876684 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1412265 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20390394 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09671664 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24321191 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25426656 ---Validation accuracy:--- 0.8698 Validation Loss: 0.43219253 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246162 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24320456 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.18732196 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21064429 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15021637 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22447221 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.108594745 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23217426 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16743338 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21800621 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10814931 ---Validation accuracy:--- 0.933 Validation Loss: 0.23362586 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16652066 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2101294 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.087913 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22398752 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17936338 ---Validation accuracy:--- 0.941 Validation Loss: 0.21553954 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08731035 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20999311 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.149187 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20623359 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12179345 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25035977 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19739944 ---Validation accuracy:--- 0.929 Validation Loss: 0.2716543 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14848597 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24249595 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.117082864 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22137271 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09566538 ---Validation accuracy:--- 0.94 Validation Loss: 0.21400478 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12192479 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21292557 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07297362 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20974113 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15454175 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21393993 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08697192 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1958274 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04191309 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19675252 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17614655 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19759947 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04095483 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1957937 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13433625 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24148537 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10807846 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24396414 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1132383 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23663725 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.106178485 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23310868 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1597146 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22130728 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1398077 ---Validation accuracy:--- 0.939 Validation Loss: 0.22272448 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1045269 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20114857 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12584215 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21180864 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15235874 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20832764 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.104362085 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20543455 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.109930076 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21177337 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07800464 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2284666 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09157023 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21382661 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14223982 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21720332 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065707535 ---Validation accuracy:--- 0.943 Validation Loss: 0.20255443 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28988412 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2254823 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.111126386 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21788281 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056586612 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20221642 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10139386 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2682967 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055717155 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20593828 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13747698 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23519126 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09058363 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19717097 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09512657 ---Validation accuracy:--- 0.949 Validation Loss: 0.18676424 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08604398 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20680942 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104669765 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19591548 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0743337 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19705279 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13579637 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18883014 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10976811 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18963706 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07543682 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22272983 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065118514 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20001435 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12033898 ---Validation accuracy:--- 0.941 Validation Loss: 0.22888061 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.123550564 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21184604 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15764488 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20713823 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11199414 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19535209 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10070988 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19419459 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021265466 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19645996 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13258648 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19531384 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049233466 ---Validation accuracy:--- 0.947 Validation Loss: 0.18960054 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09547617 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18796591 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059652273 ---Validation accuracy:--- 0.948 Validation Loss: 0.186624 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029314203 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18995889 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11080799 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23649709 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052495167 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20110139 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12846346 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21351284 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07848135 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19403169 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055328146 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19820027 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.0954097 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19270065 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16382825 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19304514 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04254288 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18910535 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037596837 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19366643 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13809152 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19675523 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13762309 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19990513 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06780832 ---Validation accuracy:--- 0.946 Validation Loss: 0.1998236 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1206803 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2266978 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034487538 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20089348 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031522382 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18923278 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09892504 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20409209 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07476603 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22262011 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10711312 ---Validation accuracy:--- 0.929 Validation Loss: 0.24438466 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0658679 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19348633 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12638517 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2088669 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060850088 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20390862 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018801132 ---Validation accuracy:--- 0.95 Validation Loss: 0.19436435 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11270442 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22350161 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061292704 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20693572 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06488524 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21631777 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020527195 ---Validation accuracy:--- 0.948 Validation Loss: 0.20014977 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048412967 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1933163 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07915725 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21237305 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14263868 ---Validation accuracy:--- 0.933 Validation Loss: 0.23990817 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17206545 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20834893 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14094631 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23377454 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09187681 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2094708 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.117167816 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2142468 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11818556 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21147221 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.115363255 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20033526 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0405911 ---Validation accuracy:--- 0.946 Validation Loss: 0.20356132 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040710177 ---Validation accuracy:--- 0.947 Validation Loss: 0.19654861 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104656145 ---Validation accuracy:--- 0.938 Validation Loss: 0.22303843 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.090188175 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20797199 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11495638 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21172248 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.195167 ---Validation accuracy:--- 0.944 Validation Loss: 0.20684844 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14225443 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23746385 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15740477 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21659517 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061096717 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25051284 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056192342 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19944291 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.0959853 ---Validation accuracy:--- 0.946 Validation Loss: 0.19592589 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.113554746 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20568396 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.080848 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18620653 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0803381 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20872861 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14285646 ---Validation accuracy:--- 0.941 Validation Loss: 0.21725088 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10216611 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21122207 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054245375 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21039209 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06645875 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20503896 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14951955 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2148377 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.095889054 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21246614 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114464134 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23737231 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054560546 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21291296 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08931177 ---Validation accuracy:--- 0.94 Validation Loss: 0.22309741 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12827528 ---Validation accuracy:--- 0.942 Validation Loss: 0.21704721 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17643964 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2140477 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2790946 ---Validation accuracy:--- 0.9216 Validation Loss: 0.24787956 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05820671 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2106834 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06226017 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19786464 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11916975 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1995813 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10462108 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20268062 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09912325 ---Validation accuracy:--- 0.943 Validation Loss: 0.21765958 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12737402 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24017154 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04804118 ---Validation accuracy:--- 0.9426 Validation Loss: 0.22669631 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18155096 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27801484 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12441453 ---Validation accuracy:--- 0.946 Validation Loss: 0.20080625 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13100718 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19916159 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14186564 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20166162 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07148813 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19421008 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114757344 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2242938 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1950869 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20438558 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08019394 ---Validation accuracy:--- 0.941 Validation Loss: 0.21270195 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02205824 ---Validation accuracy:--- 0.941 Validation Loss: 0.21798345 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03675403 ---Validation accuracy:--- 0.944 Validation Loss: 0.20923647 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.080826625 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2145166 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15141512 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19573416 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1269937 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21371287 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1059248 ---Validation accuracy:--- 0.939 Validation Loss: 0.21514712 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14386086 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21719712 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07491027 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19766851 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15743057 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19835801 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10340814 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21928857 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07798519 ---Validation accuracy:--- 0.942 Validation Loss: 0.20913422 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10859749 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20580465 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10749605 ---Validation accuracy:--- 0.942 Validation Loss: 0.21453793 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09061476 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1984682 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1802197 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26966572 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16219682 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2282293 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16497321 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21191593 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11322918 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20172475 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14589614 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19657136 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10618641 ---Validation accuracy:--- 0.945 Validation Loss: 0.20354755 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04909687 ---Validation accuracy:--- 0.944 Validation Loss: 0.20744476 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01962255 ---Validation accuracy:--- 0.945 Validation Loss: 0.20299116 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11469551 ---Validation accuracy:--- 0.947 Validation Loss: 0.19485855 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050842967 ---Validation accuracy:--- 0.945 Validation Loss: 0.19859181 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.120171525 ---Validation accuracy:--- 0.945 Validation Loss: 0.19585277 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15409283 ---Validation accuracy:--- 0.935 Validation Loss: 0.24927236 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12550749 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19645473 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08755384 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19275972 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04994917 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19396375 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06877824 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19774753 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13432229 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2158729 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05042242 ---Validation accuracy:--- 0.926 Validation Loss: 0.26455528 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07676232 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21435949 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1467585 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2168075 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16429982 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2221249 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20037377 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21558662 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1969228 ---Validation accuracy:--- 0.942 Validation Loss: 0.21023399 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08016982 ---Validation accuracy:--- 0.94 Validation Loss: 0.21890044 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14274564 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20380574 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07308102 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20720571 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23231536 ---Validation accuracy:--- 0.944 Validation Loss: 0.20561479 Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25659463 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21616653 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14824733 ---Validation accuracy:--- 0.944 Validation Loss: 0.20382626 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05585341 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20986685 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16660962 ---Validation accuracy:--- 0.945 Validation Loss: 0.1963655 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09143153 ---Validation accuracy:--- 0.9438 Validation Loss: 0.211917 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07452356 ---Validation accuracy:--- 0.943 Validation Loss: 0.21039951 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09649785 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25886303 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.25158674 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2785353 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.086950004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23114179 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12674807 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20587307 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14921544 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20832396 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068976715 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21210852 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09752421 ---Validation accuracy:--- 0.943 Validation Loss: 0.2037823 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12821184 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20377703 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.128275 ---Validation accuracy:--- 0.932 Validation Loss: 0.22659731 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18530084 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19848607 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.064484276 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19473737 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0833415 ---Validation accuracy:--- 0.942 Validation Loss: 0.20296516 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11298826 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20420745 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05770159 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19968084 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069895774 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2038395 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05021741 ---Validation accuracy:--- 0.945 Validation Loss: 0.19910061 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08396837 ---Validation accuracy:--- 0.9422 Validation Loss: 0.206792 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04497378 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2106405 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1555333 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20913532 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15715921 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19881888 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17754747 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22884683 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1296957 ---Validation accuracy:--- 0.8766 Validation Loss: 0.3663012 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2123016 ---Validation accuracy:--- 0.939 Validation Loss: 0.23863804 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08895404 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22019193 Epoch: 7 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0.21077374 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11489581 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19690159 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.041182574 ---Validation accuracy:--- 0.944 Validation Loss: 0.2041713 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1849226 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2804008 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038746044 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20396493 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08963501 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2061857 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14323154 ---Validation accuracy:--- 0.945 Validation Loss: 0.19846043 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019635575 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1963386 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0834004 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19205324 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044049807 ---Validation accuracy:--- 0.9506 Validation Loss: 0.19213668 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1401849 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1846749 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08991783 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19134696 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20029904 ---Validation accuracy:--- 0.946 Validation Loss: 0.20222688 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053030375 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2058626 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072943404 ---Validation accuracy:--- 0.945 Validation Loss: 0.19937955 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06169002 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1921602 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10520294 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19286908 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15983443 ---Validation accuracy:--- 0.932 Validation Loss: 0.2539806 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044792823 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20016786 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12209096 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19999129 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09159307 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19370593 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11337225 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21334682 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0848126 ---Validation accuracy:--- 0.939 Validation Loss: 0.2172616 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12045418 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20404099 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12134883 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Loss: 0.18560223 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20556067 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.27238956 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19849135 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13076313 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20095608 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1546881 ---Validation accuracy:--- 0.943 Validation Loss: 0.208317 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17644079 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20399421 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14951712 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19330706 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10067156 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1958682 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1710331 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19164792 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10613932 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21327397 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1118713 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18921582 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12800461 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19775999 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14839935 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20461391 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16660964 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19582313 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16365105 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19972111 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17640217 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19767517 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06302977 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19679818 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07867464 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19363585 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10411538 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23647517 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069735594 ---Validation accuracy:--- 0.941 Validation Loss: 0.19845942 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19727677 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19345407 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05997413 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19757867 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12795442 ---Validation accuracy:--- 0.95 Validation Loss: 0.18018246 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16772404 ---Validation accuracy:--- 0.949 Validation Loss: 0.18850498 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03425855 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21207495 Epoch: 7 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0.21299261 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107357524 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20711963 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053954344 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18496938 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0780547 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20536713 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114058554 ---Validation accuracy:--- 0.944 Validation Loss: 0.20571181 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08602776 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1898084 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061028566 ---Validation accuracy:--- 0.945 Validation Loss: 0.19490644 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.26400828 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21241328 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1276669 ---Validation accuracy:--- 0.942 Validation Loss: 0.21444629 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24662147 ---Validation accuracy:--- 0.94 Validation Loss: 0.21913801 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06317428 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22479542 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12077237 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20224574 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1350021 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21355899 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09039968 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19708939 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058303498 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20599131 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03738309 ---Validation accuracy:--- 0.947 Validation Loss: 0.19635068 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.055073664 ---Validation 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0.95 Training Loss: 0.1376112 ---Validation accuracy:--- 0.947 Validation Loss: 0.19684722 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08938133 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20297518 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07671319 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20976572 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1071872 ---Validation accuracy:--- 0.947 Validation Loss: 0.19373113 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09180249 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19142687 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21801735 ---Validation accuracy:--- 0.919 Validation Loss: 0.28652188 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16719598 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21758579 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20940734 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20270029 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08605327 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2035408 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11405932 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23253061 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15076506 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20430268 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08158764 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19898818 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17145742 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19735876 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11943426 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20741455 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10991468 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19615747 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03420965 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19050176 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13737004 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20743713 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09279197 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19683853 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1781864 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2311762 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15724899 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21301675 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06710228 ---Validation accuracy:--- 0.947 Validation Loss: 0.19382663 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13382107 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19021328 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.07088325 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1946834 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16763769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21332204 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0654084 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21793933 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1685447 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21211006 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06536255 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20638433 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.057298467 ---Validation accuracy:--- 0.939 Validation Loss: 0.21568194 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10290149 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23067324 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12646613 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22061475 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08976149 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19987942 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1216944 ---Validation accuracy:--- 0.941 Validation Loss: 0.21378608 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12514101 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2118757 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.109381504 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19463064 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12873505 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19200315 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034893535 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19334038 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20519234 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20023748 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04979479 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20779894 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27042142 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20874338 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17362055 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20468247 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17957844 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20187908 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07477814 ---Validation accuracy:--- 0.944 Validation Loss: 0.20424743 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07322145 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18572508 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059515838 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19434075 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06637719 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22116211 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11917042 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21254495 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06673817 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18863146 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04421634 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20435186 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041065816 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21871321 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053426635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19485356 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.096237004 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19290754 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18130402 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21862817 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07064355 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20518214 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12563068 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21124248 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05500037 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2065229 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0758169 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20409775 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.099280246 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21115859 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049374662 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20861404 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10558244 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18916601 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13279003 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2073767 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05975335 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1868587 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.06554994 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19693719 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.095837824 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20105046 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14982107 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19393164 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07344348 ---Validation accuracy:--- 0.947 Validation Loss: 0.21031304 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0717554 ---Validation accuracy:--- 0.949 Validation Loss: 0.20441112 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07610716 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25273442 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078073286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21982841 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06524678 ---Validation accuracy:--- 0.947 Validation Loss: 0.20377968 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1901164 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21902153 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19285843 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27572066 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.36925995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.32078534 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107466795 ---Validation accuracy:--- 0.935 Validation Loss: 0.24925806 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16364014 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21196279 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11351755 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2091705 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07445258 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20411186 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089570224 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20907803 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15455939 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2084029 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23831043 ---Validation accuracy:--- 0.947 Validation Loss: 0.20148712 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08248988 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20411131 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.33393312 ---Validation accuracy:--- 0.935 Validation Loss: 0.24121523 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0959148 ---Validation accuracy:--- 0.935 Validation Loss: 0.23399228 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.094727844 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22053884 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12427202 ---Validation accuracy:--- 0.944 Validation Loss: 0.20799026 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14999892 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19213822 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12606484 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19060948 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13800745 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19596219 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04017913 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1951052 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.103493236 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19765012 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09885207 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21634963 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20074272 ---Validation accuracy:--- 0.949 Validation Loss: 0.18630756 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.087305434 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19371626 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107277766 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18596621 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12097229 ---Validation accuracy:--- 0.94 Validation Loss: 0.21243404 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11349367 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1915072 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.076402456 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19780554 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06327036 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20880769 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09681961 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20846352 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05068077 ---Validation accuracy:--- 0.943 Validation Loss: 0.20720479 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059189033 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22646226 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058843516 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19554774 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1305939 ---Validation accuracy:--- 0.946 Validation Loss: 0.20951274 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113769494 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20313948 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.20879611 ---Validation accuracy:--- 0.9412 Validation Loss: 0.23055163 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06885893 ---Validation accuracy:--- 0.943 Validation Loss: 0.22590911 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.086478464 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23421958 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1713681 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2104475 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16375226 ---Validation accuracy:--- 0.943 Validation Loss: 0.21179776 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08261342 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19620213 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16416882 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19909129 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06860747 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20073694 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19183001 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1940747 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12402279 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2112749 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055249177 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18546522 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14556412 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23061678 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07778683 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18811215 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0856033 ---Validation accuracy:--- 0.946 Validation Loss: 0.20865537 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.073523104 ---Validation accuracy:--- 0.951 Validation Loss: 0.18731329 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12279686 ---Validation accuracy:--- 0.948 Validation Loss: 0.19088462 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12903477 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20029204 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09829626 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1923486 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08908033 ---Validation accuracy:--- 0.949 Validation Loss: 0.18797806 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08972624 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19521329 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0928706 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2112615 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.074626066 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20573658 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09712084 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18796465 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110415086 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23875661 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048461426 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1951478 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13728069 ---Validation accuracy:--- 0.947 Validation Loss: 0.19962388 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06022436 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20503259 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12297073 ---Validation accuracy:--- 0.9488 Validation Loss: 0.20517239 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12828663 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1993229 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12873507 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19329497 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15146919 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20554166 Epoch: 7 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0.18681559 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06260695 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18575431 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029321535 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18148291 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1603076 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19441889 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10487476 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19955383 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12064095 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18784033 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040469527 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19348489 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08601345 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22347766 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16728114 ---Validation accuracy:--- 0.941 Validation Loss: 0.22484805 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20262474 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19886902 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049894314 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1971587 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13435063 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21844195 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2106078 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19268075 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17119564 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20054291 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10491046 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20770401 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16767745 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19340762 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17219439 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20745575 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.117154054 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1921614 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19398531 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2123641 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14654943 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19477275 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.055612117 ---Validation accuracy:--- 0.942 Validation Loss: 0.20941836 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08222744 ---Validation accuracy:--- 0.942 Validation Loss: 0.21819992 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18527313 ---Validation accuracy:--- 0.94 Validation Loss: 0.21555449 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.090217836 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21015616 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16736262 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20126909 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059468765 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1936876 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10951015 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18608922 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14838777 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18356338 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09903887 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18491396 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07735927 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19253644 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.154449 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22890528 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09696593 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20918898 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06830729 ---Validation accuracy:--- 0.944 Validation Loss: 0.20932065 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14554112 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19902214 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09462698 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20219594 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.090499684 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1907947 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13441394 ---Validation accuracy:--- 0.939 Validation Loss: 0.20467326 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18688278 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26744726 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17891411 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20292382 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.043149315 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19786347 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06657634 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20363337 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14405814 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20144951 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050129164 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19643053 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089469954 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22290602 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12298687 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21355617 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056189194 ---Validation accuracy:--- 0.941 Validation Loss: 0.22238128 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13676119 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2214588 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12910809 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2422677 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055903744 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20496467 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052532002 ---Validation accuracy:--- 0.9474 Validation Loss: 0.199176 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20700988 ---Validation accuracy:--- 0.946 Validation Loss: 0.20340031 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0779064 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20064056 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08709511 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20524612 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047493123 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20255603 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10176107 ---Validation accuracy:--- 0.9442 Validation Loss: 0.198144 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042570267 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18807207 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12024851 ---Validation accuracy:--- 0.9312 Validation Loss: 0.243746 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.062253095 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19926034 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059899006 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19358033 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13692285 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20580673 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15148935 ---Validation accuracy:--- 0.945 Validation Loss: 0.21535225 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12423506 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24473874 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07106097 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20891424 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12068305 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19551545 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1330884 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2013047 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.092767045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20675427 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21334913 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20628881 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04473917 ---Validation accuracy:--- 0.947 Validation Loss: 0.20213157 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2077897 ---Validation accuracy:--- 0.926 Validation Loss: 0.24439058 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10861796 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25060987 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10995034 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23769163 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10991067 ---Validation accuracy:--- 0.938 Validation Loss: 0.2176281 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08532622 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19770885 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.102205046 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22432956 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059961602 ---Validation accuracy:--- 0.9282 Validation Loss: 0.22823195 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.071355104 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22068496 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.2735089 ---Validation accuracy:--- 0.9088 Validation Loss: 0.28600353 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14593334 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19941676 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24933533 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25994512 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08740097 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18883274 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18430439 ---Validation accuracy:--- 0.947 Validation Loss: 0.1846971 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050856918 ---Validation accuracy:--- 0.949 Validation Loss: 0.18430012 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04669128 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20164418 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.059605747 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20079853 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16043669 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19832562 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13059765 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22507983 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046014406 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21138765 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09776728 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19985874 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09361001 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19672209 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22457223 ---Validation accuracy:--- 0.947 Validation Loss: 0.19743584 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08246045 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19475408 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078864165 ---Validation accuracy:--- 0.943 Validation Loss: 0.21614037 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11938105 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19583708 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13395423 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19211346 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076760225 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19921272 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049962435 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19599126 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14841251 ---Validation accuracy:--- 0.943 Validation Loss: 0.20161144 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05849631 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19064242 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08921382 ---Validation accuracy:--- 0.948 Validation Loss: 0.19081052 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08310905 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19670701 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2300999 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19617307 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050267935 ---Validation accuracy:--- 0.946 Validation Loss: 0.19186936 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20459992 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19772983 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10572641 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19557536 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14634934 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23161185 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2581407 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20898372 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15458193 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20471188 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23049463 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21979013 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10122366 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20841394 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06579059 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20643413 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12149519 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20575662 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22407274 ---Validation accuracy:--- 0.9406 Validation Loss: 0.23354119 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09993258 ---Validation accuracy:--- 0.946 Validation Loss: 0.20317878 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12548794 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20353371 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12255689 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2053218 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.113911875 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20622872 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058032796 ---Validation accuracy:--- 0.9462 Validation Loss: 0.2121842 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10467741 ---Validation accuracy:--- 0.95 Validation Loss: 0.19370691 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13271795 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19944361 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06463212 ---Validation accuracy:--- 0.947 Validation Loss: 0.19643784 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.09976843 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19969015 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09617136 ---Validation accuracy:--- 0.945 Validation Loss: 0.20228794 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035733767 ---Validation accuracy:--- 0.947 Validation Loss: 0.19514947 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12635268 ---Validation accuracy:--- 0.939 Validation Loss: 0.22549543 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02928468 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21455945 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031318568 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20152423 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.073508814 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19590533 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.29456162 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25749487 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10575759 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21535172 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18146297 ---Validation accuracy:--- 0.948 Validation Loss: 0.19669995 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16813393 ---Validation accuracy:--- 0.945 Validation Loss: 0.19805227 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028944254 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20348507 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056338124 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19773696 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06505302 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19295427 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1913016 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20950554 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04643032 ---Validation accuracy:--- 0.944 Validation Loss: 0.20552789 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14275402 ---Validation accuracy:--- 0.943 Validation Loss: 0.21063757 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.109523535 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23502734 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018728316 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2014944 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1170092 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2171154 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07491078 ---Validation accuracy:--- 0.948 Validation Loss: 0.19029981 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15159434 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19160503 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04795934 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20231242 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.118294805 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20520127 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046793755 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19247718 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14892301 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19449891 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06273751 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20563443 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07453785 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2026581 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24447769 ---Validation accuracy:--- 0.922 Validation Loss: 0.26861364 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1086479 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20940432 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17777619 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20264107 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0754153 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19227211 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050916437 ---Validation accuracy:--- 0.942 Validation Loss: 0.20240888 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3456108 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21174943 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04382152 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19490492 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084799096 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21015361 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05785489 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19439387 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08892872 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2087122 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.100015014 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21728538 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13036932 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20233649 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1747576 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22812486 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062426995 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20621787 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08146438 ---Validation accuracy:--- 0.936 Validation Loss: 0.23957632 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1566755 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20684917 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113879785 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21954843 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08052963 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1935188 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0780858 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20465995 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09079293 ---Validation accuracy:--- 0.945 Validation Loss: 0.20090535 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.11959603 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19512193 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10766295 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19727322 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09336578 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19384068 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05685192 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19826834 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079425655 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19299878 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13219817 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23349503 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0822852 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20065957 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10985806 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1954858 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11670552 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19179788 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11221882 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18481137 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2140503 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19302554 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07040425 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18781379 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08722973 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18910503 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07277358 ---Validation accuracy:--- 0.948 Validation Loss: 0.1925769 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11264618 ---Validation accuracy:--- 0.945 Validation Loss: 0.20259246 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12033105 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2044954 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06549335 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19623612 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.15916303 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27384138 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2025322 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20361952 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.068983465 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18784878 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15475954 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20527095 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039556246 ---Validation 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0.18321556 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20179524 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13792555 ---Validation accuracy:--- 0.943 Validation Loss: 0.20229682 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13413005 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20234394 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11024376 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19398564 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10314154 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19392468 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055718366 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20342727 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.069682695 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19199625 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13675588 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20571417 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11020297 ---Validation accuracy:--- 0.942 Validation Loss: 0.20714614 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17720734 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23114736 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13219327 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21067335 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06919158 ---Validation accuracy:--- 0.943 Validation Loss: 0.20937324 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08797427 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21126953 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06976651 ---Validation accuracy:--- 0.945 Validation Loss: 0.19852239 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08868328 ---Validation accuracy:--- 0.945 Validation Loss: 0.1964395 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12464432 ---Validation accuracy:--- 0.945 Validation Loss: 0.2024436 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16335474 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18296649 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0695631 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18262012 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.086150855 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19849478 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1255675 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20325427 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08067827 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19823256 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06962721 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19217895 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1111409 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1981585 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08797696 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18949328 Epoch: 7 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0.20505805 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048538 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2071275 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08614716 ---Validation accuracy:--- 0.942 Validation Loss: 0.20769961 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2511482 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20623708 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18211207 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19130462 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052820597 ---Validation accuracy:--- 0.944 Validation Loss: 0.19224302 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11469023 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21532874 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14152229 ---Validation accuracy:--- 0.948 Validation Loss: 0.19157045 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18916547 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20426975 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07226619 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20920561 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13331255 ---Validation accuracy:--- 0.948 Validation Loss: 0.19258985 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1309674 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19651695 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13430093 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19188215 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11792125 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19215211 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13678771 ---Validation accuracy:--- 0.944 Validation Loss: 0.20996511 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040798992 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21018179 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094637096 ---Validation 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---Validation accuracy:--- 0.9462 Validation Loss: 0.19289602 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16682613 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1971039 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.071986176 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20906503 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27714127 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20288634 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09247164 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19618426 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041808337 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19517013 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05445117 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21684639 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08806352 ---Validation accuracy:--- 0.947 Validation Loss: 0.20854475 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065207265 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19997032 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039789286 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2044726 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.064235106 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23229077 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07896408 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2022111 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.10570341 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20191716 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21721531 ---Validation accuracy:--- 0.935 Validation Loss: 0.23893662 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08890527 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21793443 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0742512 ---Validation accuracy:--- 0.944 Validation Loss: 0.20611244 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06660685 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21877065 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.079761855 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18561548 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16902582 ---Validation accuracy:--- 0.947 Validation Loss: 0.19283721 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12762354 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22292134 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052638926 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28418633 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16068983 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24850471 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08358284 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21239597 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06564594 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18918273 Epoch: 8 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0.18431972 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03168478 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1940913 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049335424 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18507245 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11625297 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19599496 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061183695 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20890865 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14919958 ---Validation accuracy:--- 0.942 Validation Loss: 0.21063979 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09488606 ---Validation accuracy:--- 0.9386 Validation Loss: 0.25177553 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05859145 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19161001 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044093695 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20024683 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18646881 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18881078 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06777886 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18836641 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18332797 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19700438 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09770275 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18679968 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.101014405 ---Validation accuracy:--- 0.946 Validation Loss: 0.19278659 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08302883 ---Validation accuracy:--- 0.949 Validation Loss: 0.1876668 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09299039 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18930611 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16275717 ---Validation accuracy:--- 0.945 Validation Loss: 0.19614786 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.116514415 ---Validation accuracy:--- 0.944 Validation Loss: 0.2000616 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075696 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18892062 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23238207 ---Validation accuracy:--- 0.944 Validation Loss: 0.20716326 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.124460794 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19568399 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075674266 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19083747 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2048251 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20285077 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03746425 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20077102 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07480873 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Loss: 0.08288533 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18872182 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1643998 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19862956 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.14073145 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19573586 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07031378 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18881714 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15179247 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19598667 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04218135 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20271592 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030057225 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20601816 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19892132 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20521377 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.120831795 ---Validation accuracy:--- 0.944 Validation Loss: 0.19656114 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07902092 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20076826 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12541004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22355258 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22665635 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23800205 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08781549 ---Validation accuracy:--- 0.9418 Validation Loss: 0.221384 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19964285 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22372872 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06333035 ---Validation accuracy:--- 0.94 Validation Loss: 0.21721953 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06891991 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19579689 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12466311 ---Validation accuracy:--- 0.9436 Validation Loss: 0.22109023 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14227635 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21193047 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060972072 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19555657 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.111142576 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19398634 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.107322864 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18924405 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20170571 ---Validation accuracy:--- 0.93 Validation Loss: 0.25026965 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10843996 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1963107 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072143905 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19395247 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053140186 ---Validation accuracy:--- 0.949 Validation Loss: 0.19066863 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.072529495 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18939734 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11427712 ---Validation accuracy:--- 0.95 Validation Loss: 0.19241345 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04192024 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18871121 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04873955 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19163784 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11998835 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20431925 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13365346 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20278516 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14637372 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19885203 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042117413 ---Validation accuracy:--- 0.95 Validation Loss: 0.18771298 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10497108 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22227156 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16133209 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19250506 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04569784 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18933403 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023050727 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1878701 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08282164 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19743162 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09819745 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1856801 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07017244 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1831904 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1440457 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1960073 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08749002 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20223401 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06276653 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1841552 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.122742325 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20047876 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09343604 ---Validation accuracy:--- 0.946 Validation Loss: 0.20000118 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1347031 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19414492 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12175686 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19648601 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033919737 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19720519 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05741169 ---Validation accuracy:--- 0.934 Validation Loss: 0.2228179 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1461535 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23584245 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053119745 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19526088 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08133947 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20041655 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20632997 ---Validation accuracy:--- 0.9472 Validation Loss: 0.197166 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049039546 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20825964 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11569414 ---Validation accuracy:--- 0.946 Validation Loss: 0.1981609 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058703642 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Loss: 0.028391896 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19767949 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06097002 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21079436 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.067909345 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20012262 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14294274 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20048264 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.120850295 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20939633 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067947865 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20106156 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1450597 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20632377 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10674307 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20088167 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025078163 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19733226 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021915708 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19934744 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05508581 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19472632 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08148211 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18858494 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15754992 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23641309 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05458562 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18906988 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15279284 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18685189 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21483248 ---Validation accuracy:--- 0.9474 Validation Loss: 0.2049178 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12761027 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1837454 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14386418 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18354248 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15543278 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19536097 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20724455 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20240077 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.078181185 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20261507 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07957442 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19458228 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07613294 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18378434 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.089506045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19421555 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05852642 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19703826 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14198731 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21833703 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08810039 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18965435 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2586696 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19593215 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10657811 ---Validation accuracy:--- 0.948 Validation Loss: 0.18297549 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04707984 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1804022 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062402844 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19046906 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16025284 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18777764 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.18280572 ---Validation accuracy:--- 0.945 Validation Loss: 0.201178 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.102007754 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19595501 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.061601244 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19337744 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13935027 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19405028 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17402433 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22544448 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13483779 ---Validation accuracy:--- 0.948 Validation Loss: 0.1862925 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1724498 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20561802 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051870123 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19458699 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04770925 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18607527 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11191782 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19026849 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.081370585 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1914435 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18321066 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18949118 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.121994026 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1845813 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15653858 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20432197 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06980313 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19078362 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15146683 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Loss: 0.12944643 ---Validation accuracy:--- 0.9448 Validation Loss: 0.189703 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15907592 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18274347 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0863589 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18579242 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15048876 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19002853 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16123848 ---Validation accuracy:--- 0.947 Validation Loss: 0.19544199 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.23648117 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26159295 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039247576 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1857739 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11981435 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18228301 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087291524 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20914462 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.115718864 ---Validation accuracy:--- 0.95 Validation Loss: 0.19120617 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10512046 ---Validation accuracy:--- 0.951 Validation Loss: 0.17747508 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06534613 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17508306 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100677684 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17780659 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043061957 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20156826 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08994696 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19095597 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07643127 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19399619 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040332202 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1926841 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05404658 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18688314 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1235299 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19191645 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10199574 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22139639 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20646286 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1928508 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12619317 ---Validation accuracy:--- 0.9476 Validation Loss: 0.194805 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11934036 ---Validation accuracy:--- 0.942 Validation Loss: 0.20722988 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.096194334 ---Validation accuracy:--- 0.946 Validation Loss: 0.19745275 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029228585 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22046591 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02485178 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1935426 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07814548 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19352224 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09874745 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21161397 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11815557 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19273582 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06531112 ---Validation accuracy:--- 0.942 Validation Loss: 0.21811992 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2189208 ---Validation accuracy:--- 0.949 Validation Loss: 0.18710548 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13392952 ---Validation accuracy:--- 0.949 Validation Loss: 0.1863245 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09769928 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23103316 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13682345 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18508609 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16034302 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19324562 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10428159 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18298653 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08071829 ---Validation accuracy:--- 0.95 Validation Loss: 0.18523535 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15769927 ---Validation accuracy:--- 0.949 Validation Loss: 0.18479641 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14906006 ---Validation accuracy:--- 0.949 Validation Loss: 0.19871174 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12087772 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18956645 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13767265 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18246709 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055890538 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1838967 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17623124 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18942542 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0931921 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1838799 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.079243705 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19375105 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037485167 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18086134 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11070639 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18720709 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1237358 ---Validation accuracy:--- 0.947 Validation Loss: 0.20178832 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10903427 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19391519 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11389011 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19588166 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037251018 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19083644 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09287408 ---Validation accuracy:--- 0.945 Validation Loss: 0.20167163 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0998347 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19675635 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07775681 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19016266 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2026961 ---Validation accuracy:--- 0.943 Validation Loss: 0.19841643 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.31756833 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22873893 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.119884774 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1998322 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042280458 ---Validation accuracy:--- 0.948 Validation Loss: 0.1919713 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05639019 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19879848 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.073519565 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2222105 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09060463 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1864325 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027518649 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18584038 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.2272272 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20569424 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04434398 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19635554 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03867502 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1970258 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10138592 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18723632 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11674309 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19803706 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.089001216 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19822858 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043190245 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19668844 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11637789 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28943643 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09874668 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22356194 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14043184 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23564446 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05075346 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20008025 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033594977 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20686783 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.17256798 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21011436 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.105123274 ---Validation accuracy:--- 0.941 Validation Loss: 0.21695375 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05955391 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20815133 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10960636 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1982838 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.090837866 ---Validation accuracy:--- 0.945 Validation Loss: 0.20651911 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1415812 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1925858 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04933372 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1911583 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075451896 ---Validation accuracy:--- 0.949 Validation Loss: 0.19292647 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15802266 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19920258 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1090328 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19488089 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09691258 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19750407 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09080302 ---Validation accuracy:--- 0.942 Validation Loss: 0.21023284 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07937218 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19470625 Epoch: 8 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0.2027538 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06865257 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19697298 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09532015 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20415525 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04733592 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20060861 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08851715 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21592505 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2691432 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20300718 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20984921 ---Validation accuracy:--- 0.9478 Validation Loss: 0.190496 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09977648 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19754112 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06655342 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19760256 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10038664 ---Validation accuracy:--- 0.949 Validation Loss: 0.19824448 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08888092 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21572578 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.070187725 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22204751 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12253282 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20632981 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06054093 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21465872 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07276411 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24769697 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20064965 ---Validation accuracy:--- 0.945 Validation Loss: 0.2011017 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059601855 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20195848 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.104021005 ---Validation accuracy:--- 0.948 Validation Loss: 0.19295187 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.05838641 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2070917 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14474446 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21212578 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15031563 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19772285 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10866505 ---Validation accuracy:--- 0.947 Validation Loss: 0.20229495 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08817492 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1955251 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10839064 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20304766 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077474155 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Loss: 0.10049516 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1871287 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086216934 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20643581 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.079684265 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21940413 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07387351 ---Validation accuracy:--- 0.9492 Validation Loss: 0.20566909 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07403697 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1973381 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0819336 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1998733 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052564807 ---Validation accuracy:--- 0.947 Validation Loss: 0.1949397 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022050664 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19270986 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19480775 ---Validation accuracy:--- 0.945 Validation Loss: 0.20320661 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07216229 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19099951 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1333347 ---Validation accuracy:--- 0.948 Validation Loss: 0.19604903 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11408175 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19287717 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.099865586 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1964125 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12860297 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19487818 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0796154 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1843922 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05644878 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18484256 Epoch: 8 ---Training 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8 ---Training accuracy:--- 0.97 Training Loss: 0.07837741 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19526808 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.043485165 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22334145 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07133615 ---Validation accuracy:--- 0.893 Validation Loss: 0.39909384 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1422953 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22071074 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13845646 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20454551 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08952175 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18916498 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.28703073 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2489712 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16773999 ---Validation accuracy:--- 0.945 Validation Loss: 0.2032279 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036376957 ---Validation accuracy:--- 0.942 Validation Loss: 0.20980391 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046543133 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20013195 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101358354 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20596279 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10213071 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2039935 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040973846 ---Validation accuracy:--- 0.947 Validation Loss: 0.19527395 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032853343 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19730254 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20517746 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24205029 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04079746 ---Validation accuracy:--- 0.947 Validation Loss: 0.20296486 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052766763 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19745973 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0986559 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2201959 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10750324 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2600543 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08141246 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21784922 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09427061 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2062212 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13676277 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21561377 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08702251 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19715571 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12960379 ---Validation 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0.16288242 ---Validation accuracy:--- 0.945 Validation Loss: 0.21333012 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08796978 ---Validation accuracy:--- 0.948 Validation Loss: 0.20566924 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.069279045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21717763 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.22292751 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21485044 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057427388 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20465711 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06564806 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19663078 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09304933 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20613919 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11781097 ---Validation accuracy:--- 0.944 Validation Loss: 0.21005118 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044378616 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19086397 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0657295 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20263952 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058700573 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1906991 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103110574 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19691755 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.097291775 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20231396 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105328485 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20277572 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.058544215 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21663786 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0972058 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21582621 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18915887 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1998874 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086062 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1987334 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14348134 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19873317 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05836586 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19969183 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056728758 ---Validation accuracy:--- 0.949 Validation Loss: 0.18650477 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03195996 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18192197 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07814929 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1873991 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07368141 ---Validation accuracy:--- 0.9482 Validation Loss: 0.2008384 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05184763 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20628701 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05110427 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18665047 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044955276 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18929963 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075335786 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20975193 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02662662 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19100726 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022683542 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19201368 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.175705 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20979536 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10511534 ---Validation accuracy:--- 0.94 Validation Loss: 0.22577144 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058641285 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22135542 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07482234 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2095712 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.095469035 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2128679 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.0918857 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20811458 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.051178142 ---Validation accuracy:--- 0.948 Validation Loss: 0.19718023 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.093361 ---Validation accuracy:--- 0.947 Validation Loss: 0.19653223 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20831324 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23900288 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07283646 ---Validation accuracy:--- 0.948 Validation Loss: 0.1980471 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1135302 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20074989 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17294201 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18644907 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11044609 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19772431 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0710246 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18751022 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12296185 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18537879 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20203727 ---Validation accuracy:--- 0.9406 Validation Loss: 0.212295 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15927036 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19180197 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.122064054 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18158542 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.081540406 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19748262 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035451725 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21380484 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1451842 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22758724 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17280634 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20559719 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07424613 ---Validation accuracy:--- 0.947 Validation Loss: 0.19324408 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.093032226 ---Validation accuracy:--- 0.946 Validation Loss: 0.19447444 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054109287 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18887474 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.121880606 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1987201 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16005544 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19406115 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.19995125 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21664566 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036326718 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19737822 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.105852604 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18466143 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.117085226 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18520886 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059951752 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18781932 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0992166 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1922222 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.124266386 ---Validation accuracy:--- 0.947 Validation Loss: 0.19312873 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056946155 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2087417 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059077214 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19597654 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0475765 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19490004 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14043358 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22968909 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08907096 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22182898 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16816726 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21979663 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11195695 ---Validation accuracy:--- 0.943 Validation Loss: 0.22038667 Epoch: 8 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0.18861331 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043102004 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19817121 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035969228 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21482627 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19982024 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22494121 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043918017 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23621045 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049603768 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21304284 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17092294 ---Validation accuracy:--- 0.9398 Validation Loss: 0.23077255 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.22264247 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2484753 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1431784 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22065544 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1330386 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19557177 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14029369 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20235872 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0907844 ---Validation accuracy:--- 0.947 Validation Loss: 0.19402897 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059406973 ---Validation accuracy:--- 0.945 Validation Loss: 0.20192188 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.123050995 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22501218 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16967304 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20194444 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075222604 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1931575 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.113197125 ---Validation 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0.17795962 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19278157 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12937841 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19839595 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090079345 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23209395 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10600667 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22077061 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05947036 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19230415 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13885115 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22623545 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09412745 ---Validation accuracy:--- 0.947 Validation Loss: 0.20106196 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05543091 ---Validation accuracy:--- 0.945 Validation Loss: 0.2014504 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09256182 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20632932 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03088044 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20144807 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.091242 ---Validation accuracy:--- 0.9382 Validation Loss: 0.24312104 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19263922 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21558443 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1527699 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2035028 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09402582 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19760554 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057276793 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19719851 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04842769 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19961004 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08946678 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20735464 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.113158435 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19597825 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027368326 ---Validation accuracy:--- 0.948 Validation Loss: 0.19437109 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029830743 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1980161 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042908255 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22148935 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10635328 ---Validation accuracy:--- 0.945 Validation Loss: 0.22638206 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13241853 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21051697 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059870027 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20707607 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085315466 ---Validation accuracy:--- 0.944 Validation Loss: 0.2135066 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042328063 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24205855 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08664881 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22132675 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12763838 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22058247 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068737745 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22876245 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14985491 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27779576 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17160381 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21158989 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18104051 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20320565 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12708902 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19852509 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16002214 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21089233 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082559735 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19190788 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063637264 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19462408 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11252958 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19232665 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10293188 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20884763 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10041595 ---Validation accuracy:--- 0.941 Validation Loss: 0.22001475 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14138798 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19482605 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.074461006 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19712996 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1985838 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19377616 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08089349 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18688312 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16937761 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23848762 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10314293 ---Validation accuracy:--- 0.943 Validation Loss: 0.19097419 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021077376 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1857447 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14102226 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18780762 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019145183 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1907589 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06892151 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20669693 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23279433 ---Validation accuracy:--- 0.8944 Validation Loss: 0.33386537 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09662311 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22781788 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.052736778 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20553543 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07794919 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20994663 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.064149946 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20770286 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0248635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20499478 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14460492 ---Validation accuracy:--- 0.944 Validation Loss: 0.2048214 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08713924 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19370165 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082813114 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21214366 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.092129916 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19090186 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10406021 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19253467 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.13003206 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2100428 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055264886 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19407712 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09405619 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19192971 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09624009 ---Validation accuracy:--- 0.9384 Validation Loss: 0.219389 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13487044 ---Validation accuracy:--- 0.947 Validation Loss: 0.19286163 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05634577 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20422749 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10157384 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23029207 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06250777 ---Validation accuracy:--- 0.9482 Validation Loss: 0.20263784 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11136156 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18717062 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065778516 ---Validation accuracy:--- 0.948 Validation Loss: 0.196741 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055348016 ---Validation accuracy:--- 0.949 Validation Loss: 0.19088481 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1486459 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1902662 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12064243 ---Validation accuracy:--- 0.948 Validation Loss: 0.18910134 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11892728 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19838792 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09884958 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19093828 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11683014 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1887115 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12936434 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18234493 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0750779 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18256322 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14641447 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18737006 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1090015 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18032725 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13645029 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26683646 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.084557645 ---Validation accuracy:--- 0.943 Validation Loss: 0.21576284 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045869555 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21123622 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.081505336 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19890535 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05559101 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20099838 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12564787 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2097113 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04382438 ---Validation accuracy:--- 0.945 Validation Loss: 0.2090581 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12197397 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19864562 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12271797 ---Validation accuracy:--- 0.943 Validation Loss: 0.20702285 Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2109776 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21204899 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12778777 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20310572 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0584096 ---Validation accuracy:--- 0.945 Validation Loss: 0.19755891 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11790802 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19856717 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0892997 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27010533 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16935366 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22963433 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26779145 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27782086 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06996439 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22596791 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.098773725 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22443824 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.070520066 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19349909 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13378489 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1982745 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06913865 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19963785 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13868114 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19743438 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2347504 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22352046 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12182504 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19817981 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05555073 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18959707 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0675216 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18700707 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0801596 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1831413 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09621821 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18832849 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08405768 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19376896 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07001343 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20349194 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1374028 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20297852 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1223104 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19513372 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06774065 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19449858 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17253679 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19163 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07706592 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20597173 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.101902016 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19866453 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11059128 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18872882 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1836426 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19544591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.050452426 ---Validation accuracy:--- 0.949 Validation Loss: 0.18730134 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11582327 ---Validation accuracy:--- 0.948 Validation Loss: 0.18370019 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.085352056 ---Validation accuracy:--- 0.948 Validation Loss: 0.18979391 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07824667 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18296653 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045992218 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18848826 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08993759 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18783559 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050936054 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19160634 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.24063683 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24772798 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09010769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21796094 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08172126 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20468098 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09479859 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18852818 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21320051 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18630809 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06367499 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21097605 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18938343 ---Validation accuracy:--- 0.943 Validation Loss: 0.2068491 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15516931 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18288533 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13213347 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19928525 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023714118 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19267495 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08596985 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2016234 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07403145 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18154533 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027864091 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18571854 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16217111 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18350655 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2067139 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18422307 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09698163 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18113644 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09355298 ---Validation accuracy:--- 0.95 Validation Loss: 0.18048342 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12545288 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19328137 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.124276035 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17995681 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08284882 ---Validation accuracy:--- 0.949 Validation Loss: 0.18449216 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20523433 ---Validation accuracy:--- 0.949 Validation Loss: 0.18421498 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.093371384 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1800896 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15150282 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17968509 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084691115 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17748675 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033055086 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18049946 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1534137 ---Validation accuracy:--- 0.953 Validation Loss: 0.1793827 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05434163 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1815535 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.071088195 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1878427 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04808501 ---Validation accuracy:--- 0.949 Validation Loss: 0.18884316 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26251972 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21222463 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12831461 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22866783 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08335765 ---Validation accuracy:--- 0.945 Validation Loss: 0.19427952 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.094825834 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18907344 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08281066 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21366535 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08603774 ---Validation accuracy:--- 0.931 Validation Loss: 0.2398718 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10339094 ---Validation accuracy:--- 0.94 Validation Loss: 0.21140791 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039400958 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20035799 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073616356 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2009196 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20591362 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1842885 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19042228 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22105393 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12746857 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19111408 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10931866 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19143745 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13141869 ---Validation accuracy:--- 0.94 Validation Loss: 0.20548457 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068387486 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22248645 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09437768 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20699514 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10807367 ---Validation accuracy:--- 0.945 Validation Loss: 0.20018855 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09827124 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19790092 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.104160994 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1805483 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12548526 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21768174 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.1873154 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20101358 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12933783 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22945796 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.13555609 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2377628 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1368435 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2448521 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12917866 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2580387 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15450694 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2064014 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09637768 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20044126 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13470276 ---Validation accuracy:--- 0.94 Validation Loss: 0.20857972 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.094077855 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19478728 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10469894 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19308457 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12750858 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19222134 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12533668 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1894805 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12901652 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19642068 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1462751 ---Validation accuracy:--- 0.945 Validation Loss: 0.2104036 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08263608 ---Validation accuracy:--- 0.9476 Validation Loss: 0.20128903 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19104555 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19890225 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10028784 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21915759 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17311196 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20891255 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10235281 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18709579 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13184576 ---Validation accuracy:--- 0.95 Validation Loss: 0.18694113 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06583976 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22340627 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1333888 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21558642 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09481612 ---Validation accuracy:--- 0.94 Validation Loss: 0.23005742 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17192166 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1999186 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16643597 ---Validation accuracy:--- 0.946 Validation Loss: 0.20535225 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16521688 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25433275 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11601164 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2444432 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13945149 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1935567 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099165805 ---Validation accuracy:--- 0.947 Validation Loss: 0.18840691 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0074162926 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18469802 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05201192 ---Validation accuracy:--- 0.951 Validation Loss: 0.18054597 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12155236 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17251714 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07477765 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17824045 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03318242 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17977332 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017681526 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1932191 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.26910573 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2309125 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06765385 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18410273 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09198542 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18877923 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.089846075 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18651402 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027685814 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18651967 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11027516 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18281983 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04202671 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18176904 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06014356 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1899071 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10647715 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24330127 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13099608 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20228194 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049942557 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19636565 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059083927 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18583527 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11559371 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1923861 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21721922 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22447506 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07485344 ---Validation accuracy:--- 0.945 Validation Loss: 0.1942017 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.071357355 ---Validation accuracy:--- 0.951 Validation Loss: 0.17996456 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14117618 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18557876 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071262576 ---Validation accuracy:--- 0.9488 Validation Loss: 0.186276 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064026065 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18285231 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08622301 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18402784 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07377356 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18864219 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06881481 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1903688 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050279208 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18207873 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08099522 ---Validation accuracy:--- 0.947 Validation Loss: 0.1916636 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08602257 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21179414 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08064463 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1915187 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13742544 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1892805 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09739427 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18680866 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040966626 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19594827 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0576791 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21970992 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023958158 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19944085 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09244947 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19946425 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13074358 ---Validation accuracy:--- 0.947 Validation Loss: 0.19989355 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16513447 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2426471 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11735758 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19596894 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0825935 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18740813 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13119785 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21311274 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2172716 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1900022 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12219677 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19936633 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11057258 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21842486 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05219945 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19255707 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050650634 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18553594 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06537412 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19081993 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11187403 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21516347 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09708313 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18555123 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06689566 ---Validation accuracy:--- 0.948 Validation Loss: 0.19230993 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042868376 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18880437 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14130308 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1857579 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14298846 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20343147 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16044503 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20434646 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099708214 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19781241 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22226952 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23240577 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08779877 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18971029 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.055508457 ---Validation accuracy:--- 0.946 Validation Loss: 0.19721335 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09167297 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1967095 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07345304 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19772908 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058968104 ---Validation accuracy:--- 0.945 Validation Loss: 0.2028316 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058563996 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20474355 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07297806 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20601289 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.056730863 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19620077 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17960024 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19683532 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14275497 ---Validation accuracy:--- 0.95 Validation Loss: 0.18930517 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14988789 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19980447 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09396225 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20562154 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11646931 ---Validation accuracy:--- 0.942 Validation Loss: 0.2144017 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13399552 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20138249 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.109925136 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20754692 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10569423 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20717773 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05752212 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19286397 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1908712 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22420661 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.101197414 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2111642 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06864178 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18052159 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09078894 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18320745 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.24989845 ---Validation accuracy:--- 0.943 Validation Loss: 0.2085629 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09265488 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1938389 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19569314 ---Validation accuracy:--- 0.9252 Validation Loss: 0.24788369 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.16288775 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23844707 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0904916 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19028755 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03901424 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20176066 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12755372 ---Validation accuracy:--- 0.9508 Validation Loss: 0.19235207 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049137477 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1942708 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12582341 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19749561 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.25482705 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30113658 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11652299 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22881894 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04553189 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23135246 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12210567 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21402112 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1433907 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18000942 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09281423 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18422441 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08262308 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1942728 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096727505 ---Validation accuracy:--- 0.953 Validation Loss: 0.18118499 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10818611 ---Validation 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Loss: 0.08156055 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19747531 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16437905 ---Validation accuracy:--- 0.943 Validation Loss: 0.20253642 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1408515 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19895707 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.082220554 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20343941 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.086833365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18697125 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.075367235 ---Validation accuracy:--- 0.949 Validation Loss: 0.18858758 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09241404 ---Validation accuracy:--- 0.946 Validation Loss: 0.19889936 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13789758 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21203186 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11311844 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18688515 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09068904 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18160251 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12662214 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19466783 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07652349 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19648352 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13989148 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19889173 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.102050476 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19357514 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04632512 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19651797 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072203115 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20216236 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06307928 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19358943 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05000963 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19195823 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17837551 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1931532 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.104026206 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21350965 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17745924 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18338011 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.074568704 ---Validation accuracy:--- 0.949 Validation Loss: 0.18279493 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13093765 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20168857 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071080476 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20453478 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09824719 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21096939 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07652662 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1921124 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060687196 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19020456 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12730679 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19202963 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12920204 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18813615 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12268193 ---Validation accuracy:--- 0.946 Validation Loss: 0.19597319 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032299038 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19146565 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06902221 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18310638 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13944128 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18505447 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05966198 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19996487 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09830326 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19443521 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15716346 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19904262 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.090039276 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19322298 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05289999 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19052917 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079910725 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20199218 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08834641 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1997081 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10789814 ---Validation accuracy:--- 0.942 Validation Loss: 0.2134357 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18736382 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20254467 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12640834 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21175152 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14979224 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20403022 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11057216 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18357427 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11528841 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19150335 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09813742 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21465254 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24794504 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18938854 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08945492 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18910247 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0637234 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19252546 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10088764 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19427298 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05128516 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19223186 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08643076 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19234082 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09891838 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1966321 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12943949 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20776941 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13843662 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20221165 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.087255895 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20084788 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09029471 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1895597 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06025801 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19328132 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14392543 ---Validation accuracy:--- 0.948 Validation Loss: 0.19322565 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11330982 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17810082 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18764137 ---Validation accuracy:--- 0.949 Validation Loss: 0.18954208 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10088377 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2034247 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06471897 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1888062 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12643272 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19829044 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06609727 ---Validation accuracy:--- 0.95 Validation Loss: 0.18077096 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.081905216 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18427476 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036591228 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18102552 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14981431 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21297644 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19164188 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1998001 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22113535 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19559336 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056449153 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18941237 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.20222446 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25763595 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15453131 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19525872 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05222166 ---Validation accuracy:--- 0.946 Validation Loss: 0.19482459 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106248416 ---Validation accuracy:--- 0.945 Validation Loss: 0.19515431 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1345237 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19755073 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10480383 ---Validation accuracy:--- 0.944 Validation Loss: 0.20036724 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.109534055 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22084968 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106042884 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19957244 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.104407415 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20144811 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20319474 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22158837 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02785059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20157093 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10311799 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19770943 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17725058 ---Validation accuracy:--- 0.9326 Validation Loss: 0.248674 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07526491 ---Validation accuracy:--- 0.948 Validation Loss: 0.18923423 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08368414 ---Validation accuracy:--- 0.949 Validation Loss: 0.19277322 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14757462 ---Validation accuracy:--- 0.949 Validation Loss: 0.19933228 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.10577497 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21588774 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16412067 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20299399 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09319458 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20069636 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034044333 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18419202 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11999645 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18532379 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1816556 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19714595 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10086325 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18286362 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026560636 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18407342 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08241699 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18952128 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.103820845 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21094011 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12405631 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19518882 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12569784 ---Validation accuracy:--- 0.95 Validation Loss: 0.18459512 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046496913 ---Validation accuracy:--- 0.948 Validation Loss: 0.18857041 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11296633 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20660473 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031244447 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19594519 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07713312 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18849668 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022790644 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1844092 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1185827 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19550039 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.052389856 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21018966 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08708699 ---Validation accuracy:--- 0.947 Validation Loss: 0.20224692 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15529974 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19885008 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15225343 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21131231 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056055833 ---Validation accuracy:--- 0.944 Validation Loss: 0.19612488 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12673673 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23713355 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1021075 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19955623 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047299713 ---Validation accuracy:--- 0.9514 Validation Loss: 0.19031432 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058268193 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20343022 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15758966 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19583611 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05404726 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1885618 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18780491 ---Validation accuracy:--- 0.9484 Validation Loss: 0.21417595 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13253915 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23238069 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.080039375 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21010877 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039669022 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19527219 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025791423 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1889048 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078570314 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19625211 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16247128 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18904658 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08210459 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18065591 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.071963236 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18162516 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12968726 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18139622 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08200905 ---Validation accuracy:--- 0.947 Validation Loss: 0.18858203 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19850582 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18612553 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14587367 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19033493 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12927036 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20606714 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11262479 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18861501 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1585423 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18984428 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.15151334 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18968765 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.16214393 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2570195 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10755741 ---Validation accuracy:--- 0.945 Validation Loss: 0.19380659 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12788528 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18787064 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17447975 ---Validation accuracy:--- 0.948 Validation Loss: 0.18429032 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13360146 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19156662 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17605473 ---Validation accuracy:--- 0.948 Validation Loss: 0.1984005 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12222589 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18500806 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.105827235 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19075546 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09969034 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19481312 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10895151 ---Validation accuracy:--- 0.943 Validation Loss: 0.20506513 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08093313 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21169643 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16911805 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19527897 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07534197 ---Validation accuracy:--- 0.928 Validation Loss: 0.27026123 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08687442 ---Validation accuracy:--- 0.939 Validation Loss: 0.21378614 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065836444 ---Validation accuracy:--- 0.943 Validation Loss: 0.20499018 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.033619 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19344622 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038766965 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20176828 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20320533 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21382163 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1828854 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25229487 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.092826635 ---Validation accuracy:--- 0.947 Validation Loss: 0.2025373 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14851403 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19425529 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018133305 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17875735 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15087783 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18715699 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.20268722 ---Validation accuracy:--- 0.944 Validation Loss: 0.21322744 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054233745 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21254916 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027865762 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21907763 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09614409 ---Validation accuracy:--- 0.941 Validation Loss: 0.21511856 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08539073 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19773403 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07975285 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23229282 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110714465 ---Validation accuracy:--- 0.944 Validation Loss: 0.19734144 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12537862 ---Validation accuracy:--- 0.946 Validation Loss: 0.19208047 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03312029 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19195236 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0849626 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20236649 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14189717 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19181259 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0989306 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19114378 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12103619 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2183566 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08987947 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20870425 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10462782 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20739242 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095311075 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1986323 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040617462 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19109343 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06752898 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19073313 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034652516 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18842448 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056804713 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18564379 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084180005 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19864233 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090337604 ---Validation accuracy:--- 0.947 Validation Loss: 0.19389348 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08644768 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18558729 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10528649 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1872861 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029993534 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1952592 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13205208 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21681675 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.151708 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20929483 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.118180886 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29432207 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11133531 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21921724 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14407915 ---Validation accuracy:--- 0.938 Validation Loss: 0.2302072 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15126714 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21797326 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046097297 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21714287 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1371005 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19801845 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.074137695 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1873612 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084709816 ---Validation accuracy:--- 0.951 Validation Loss: 0.18691216 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09329504 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18771163 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068079 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21315046 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119649716 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20579197 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034232333 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19183806 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13245253 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19513199 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059660822 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18398687 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08343025 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18140192 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037539203 ---Validation accuracy:--- 0.9518 Validation Loss: 0.183019 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14936632 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1997104 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15684344 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20691192 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07327176 ---Validation accuracy:--- 0.95 Validation Loss: 0.18755509 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.17023116 ---Validation accuracy:--- 0.9528 Validation Loss: 0.18416193 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.121162035 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19907078 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26115692 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19206199 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13987637 ---Validation accuracy:--- 0.946 Validation Loss: 0.1914602 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.117573775 ---Validation accuracy:--- 0.944 Validation Loss: 0.20837036 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068398304 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18002507 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15629844 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2061732 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18487726 ---Validation accuracy:--- 0.947 Validation Loss: 0.20749643 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064964324 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19499473 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13414218 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19527143 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063506015 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19066332 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02751965 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1907614 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10753496 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19671324 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09306418 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19291191 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09271225 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19853115 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0760474 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20651275 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06740111 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20136338 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.103972636 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19714257 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12196172 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19747888 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.078469284 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19053942 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.113864176 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19742267 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05864297 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19276692 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.113977745 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18246235 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09081604 ---Validation accuracy:--- 0.952 Validation Loss: 0.1812434 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03425588 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18523987 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.086729676 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19821936 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10356174 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19930297 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036008555 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19262175 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13412167 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19853085 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06414074 ---Validation accuracy:--- 0.943 Validation Loss: 0.21456943 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11775501 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20074035 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.129813 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2061504 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.060688857 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19659251 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23658596 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26301587 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.082978204 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23673384 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028761558 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23056749 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17305338 ---Validation accuracy:--- 0.936 Validation Loss: 0.2254184 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13897914 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20502356 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17883103 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19458799 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08817342 ---Validation accuracy:--- 0.947 Validation Loss: 0.19098127 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06582013 ---Validation accuracy:--- 0.947 Validation Loss: 0.20023768 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12203481 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22577207 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.067126855 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1935127 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08718926 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19238241 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042290486 ---Validation accuracy:--- 0.943 Validation Loss: 0.20333323 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18125077 ---Validation accuracy:--- 0.947 Validation Loss: 0.19270058 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11658542 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19138296 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14393656 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18945342 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09001026 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1959783 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12506132 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18027094 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12938227 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1868281 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10379162 ---Validation accuracy:--- 0.948 Validation Loss: 0.18668559 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08727829 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18741566 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14152157 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21753393 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1105931 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19866581 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22153233 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18983836 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12971286 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20641814 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16140942 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19570197 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060558785 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19178852 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026422039 ---Validation accuracy:--- 0.947 Validation Loss: 0.18839985 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08442261 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19853105 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.120003074 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19063093 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10153921 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18855661 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096938275 ---Validation accuracy:--- 0.949 Validation Loss: 0.19138984 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020139419 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1825622 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08893678 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18438013 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13509908 ---Validation accuracy:--- 0.948 Validation Loss: 0.19538066 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15241377 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18418992 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1249859 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20928286 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1524953 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19858919 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2752826 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2550651 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16123699 ---Validation accuracy:--- 0.946 Validation Loss: 0.20426314 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10273849 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19193353 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17741238 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20166582 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18806654 ---Validation accuracy:--- 0.9212 Validation Loss: 0.293214 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10444433 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21450561 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13548005 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2067252 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06375701 ---Validation accuracy:--- 0.949 Validation Loss: 0.1924903 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07395312 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20525767 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12672108 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20643349 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.047043648 ---Validation accuracy:--- 0.944 Validation Loss: 0.20468953 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07215149 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20257412 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.062302057 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19666387 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10155803 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1838493 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06884524 ---Validation accuracy:--- 0.95 Validation Loss: 0.1841472 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.28417546 ---Validation accuracy:--- 0.8904 Validation Loss: 0.35017344 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21663074 ---Validation accuracy:--- 0.949 Validation Loss: 0.19131021 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07656004 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18513633 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04844221 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19296639 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08003872 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19562373 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03756224 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19048536 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.100742094 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19512083 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18877155 ---Validation accuracy:--- 0.9504 Validation Loss: 0.19166906 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13984863 ---Validation accuracy:--- 0.941 Validation Loss: 0.21161723 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08865863 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18772776 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12049746 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17999658 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09491604 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19028282 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.099116534 ---Validation accuracy:--- 0.949 Validation Loss: 0.18762954 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10870497 ---Validation accuracy:--- 0.949 Validation Loss: 0.17952752 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12536258 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20032398 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042456616 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18750466 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17477508 ---Validation accuracy:--- 0.9472 Validation Loss: 0.181641 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13934414 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17449711 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10183415 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17381093 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11943377 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17238991 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09149527 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18489946 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16398066 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18610251 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07653076 ---Validation accuracy:--- 0.948 Validation Loss: 0.18214658 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09772638 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18993755 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1308235 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2058504 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07589116 ---Validation accuracy:--- 0.947 Validation Loss: 0.18078662 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05612005 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1733004 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031270318 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1774312 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07653074 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17817543 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04529922 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20781407 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032374598 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21305805 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023826392 ---Validation accuracy:--- 0.941 Validation Loss: 0.22226475 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1007968 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2075035 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07456082 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18260798 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16080582 ---Validation accuracy:--- 0.952 Validation Loss: 0.18169285 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030354109 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17933953 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1886966 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18296848 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.072774306 ---Validation accuracy:--- 0.95 Validation Loss: 0.18793592 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07626603 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18603936 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09877522 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18331477 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057237938 ---Validation accuracy:--- 0.949 Validation Loss: 0.18635759 Wall time: 1min 56s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.98 Average Training Loss: 0.057237938 Average Validation Accuracy: 0.949 Average Validation Loss: 0.18635759
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 50
n_hidden2 = 50
n_hidden3 = 50
n_hidden4 = 50
n_hidden5 = 50
n_outputs = num_classes
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu)
hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu)
hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu)
logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2736356 ---Validation accuracy:--- 0.1202 Validation Loss: 2.290353 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.248796 ---Validation accuracy:--- 0.1406 Validation Loss: 2.2772996 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 2.2276382 ---Validation accuracy:--- 0.2382 Validation Loss: 2.258215 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.2037609 ---Validation accuracy:--- 0.2392 Validation Loss: 2.2423542 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1656106 ---Validation accuracy:--- 0.2148 Validation Loss: 2.2025418 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.1594949 ---Validation accuracy:--- 0.2846 Validation Loss: 2.1878815 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.1404524 ---Validation accuracy:--- 0.2772 Validation Loss: 2.1293032 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.0483098 ---Validation accuracy:--- 0.3608 Validation Loss: 2.0354571 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0120826 ---Validation accuracy:--- 0.1954 Validation Loss: 2.1235847 Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.677003 ---Validation accuracy:--- 0.128 Validation Loss: 2.6359189 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2324119 ---Validation accuracy:--- 0.0924 Validation Loss: 2.2974129 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1526825 ---Validation accuracy:--- 0.1966 Validation Loss: 2.1924086 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.052455 ---Validation accuracy:--- 0.221 Validation Loss: 2.1160731 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9385333 ---Validation accuracy:--- 0.293 Validation Loss: 2.0101106 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.0130992 ---Validation accuracy:--- 0.2392 Validation Loss: 2.1165748 Epoch: 0 ---Training accuracy:--- 0.06 Training Loss: 2.5238724 ---Validation accuracy:--- 0.0882 Validation Loss: 2.5732245 Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2863302 ---Validation accuracy:--- 0.1678 Validation Loss: 2.2522888 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.0015082 ---Validation accuracy:--- 0.2302 Validation Loss: 2.1240692 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0301206 ---Validation accuracy:--- 0.2478 Validation Loss: 2.0814836 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0271056 ---Validation accuracy:--- 0.2522 Validation Loss: 2.0524228 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9441457 ---Validation accuracy:--- 0.2244 Validation Loss: 2.0343797 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0317671 ---Validation accuracy:--- 0.2608 Validation Loss: 2.001844 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9164848 ---Validation accuracy:--- 0.2148 Validation Loss: 1.9904137 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8868579 ---Validation accuracy:--- 0.2886 Validation Loss: 1.95185 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8548117 ---Validation accuracy:--- 0.3064 Validation Loss: 1.9018254 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8601474 ---Validation accuracy:--- 0.3698 Validation Loss: 1.8379946 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.926329 ---Validation accuracy:--- 0.283 Validation Loss: 2.0483944 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1317065 ---Validation accuracy:--- 0.2236 Validation Loss: 2.032353 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8001394 ---Validation accuracy:--- 0.2628 Validation Loss: 2.012803 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0051868 ---Validation accuracy:--- 0.233 Validation Loss: 1.9966943 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.7654392 ---Validation accuracy:--- 0.354 Validation Loss: 1.7847707 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6198583 ---Validation accuracy:--- 0.3932 Validation Loss: 1.7261703 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.6376437 ---Validation accuracy:--- 0.4292 Validation Loss: 1.7236506 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7236296 ---Validation accuracy:--- 0.3458 Validation Loss: 1.7504988 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.7333707 ---Validation accuracy:--- 0.2698 Validation Loss: 1.91173 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8108053 ---Validation accuracy:--- 0.3032 Validation Loss: 1.8440162 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.6357086 ---Validation accuracy:--- 0.3402 Validation Loss: 1.7052431 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3918262 ---Validation accuracy:--- 0.4892 Validation Loss: 1.4505564 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.404176 ---Validation accuracy:--- 0.3936 Validation Loss: 1.4429694 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.383851 ---Validation accuracy:--- 0.4376 Validation Loss: 1.3443254 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3926408 ---Validation accuracy:--- 0.443 Validation Loss: 1.3763388 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8134516 ---Validation accuracy:--- 0.3728 Validation Loss: 1.893983 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.1380167 ---Validation accuracy:--- 0.2202 Validation Loss: 2.1546397 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.970302 ---Validation accuracy:--- 0.2324 Validation Loss: 3.1574366 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.070369 ---Validation accuracy:--- 0.1662 Validation Loss: 2.0821993 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.1467154 ---Validation accuracy:--- 0.2418 Validation Loss: 2.0359843 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.987019 ---Validation accuracy:--- 0.2974 Validation Loss: 1.972848 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8274417 ---Validation accuracy:--- 0.3446 Validation Loss: 1.9056039 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.6491401 ---Validation accuracy:--- 0.3726 Validation Loss: 1.7832823 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7272427 ---Validation accuracy:--- 0.3688 Validation Loss: 1.6610646 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.4666144 ---Validation accuracy:--- 0.3884 Validation Loss: 1.6092643 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5568341 ---Validation accuracy:--- 0.3842 Validation Loss: 1.6758219 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7520969 ---Validation accuracy:--- 0.3228 Validation Loss: 1.8758004 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8020201 ---Validation accuracy:--- 0.3536 Validation Loss: 1.7862926 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3602576 ---Validation accuracy:--- 0.2974 Validation Loss: 1.6849331 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.6467785 ---Validation accuracy:--- 0.3956 Validation Loss: 1.6958951 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.6913887 ---Validation accuracy:--- 0.3906 Validation Loss: 1.8324482 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7421967 ---Validation accuracy:--- 0.3312 Validation Loss: 1.8212514 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.5922372 ---Validation accuracy:--- 0.4616 Validation Loss: 1.6077635 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4445707 ---Validation accuracy:--- 0.4208 Validation Loss: 1.5477114 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4551038 ---Validation accuracy:--- 0.4186 Validation Loss: 1.4969903 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.2672322 ---Validation accuracy:--- 0.4788 Validation Loss: 1.3505327 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5196301 ---Validation accuracy:--- 0.408 Validation Loss: 1.5828161 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9381647 ---Validation accuracy:--- 0.3976 Validation Loss: 1.8004785 Epoch: 0 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---Training accuracy:--- 0.23 Training Loss: 2.0309632 ---Validation accuracy:--- 0.2772 Validation Loss: 1.956116 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6650085 ---Validation accuracy:--- 0.2964 Validation Loss: 1.7712265 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.5661705 ---Validation accuracy:--- 0.325 Validation Loss: 1.6879258 Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.5112333 ---Validation accuracy:--- 0.4526 Validation Loss: 1.5416242 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4444026 ---Validation accuracy:--- 0.5072 Validation Loss: 1.3977535 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1885992 ---Validation accuracy:--- 0.4806 Validation Loss: 1.2938076 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0827084 ---Validation accuracy:--- 0.486 Validation Loss: 1.3048108 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2249253 ---Validation accuracy:--- 0.4348 Validation Loss: 1.333445 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1772876 ---Validation accuracy:--- 0.5088 Validation Loss: 1.1921037 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0977026 ---Validation accuracy:--- 0.5194 Validation Loss: 1.1458927 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1115166 ---Validation accuracy:--- 0.5098 Validation Loss: 1.1493896 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9304042 ---Validation accuracy:--- 0.4986 Validation Loss: 1.1423843 Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.1421432 ---Validation accuracy:--- 0.5112 Validation Loss: 1.1612236 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.99133 ---Validation accuracy:--- 0.5064 Validation Loss: 1.2797288 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.3838267 ---Validation accuracy:--- 0.4442 Validation Loss: 1.4531423 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4250436 ---Validation accuracy:--- 0.4942 Validation Loss: 1.4027832 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.437361 ---Validation accuracy:--- 0.4994 Validation Loss: 1.313025 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7424362 ---Validation accuracy:--- 0.383 Validation Loss: 1.8770887 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3352139 ---Validation accuracy:--- 0.4276 Validation Loss: 1.4315941 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.5249732 ---Validation accuracy:--- 0.4582 Validation Loss: 1.4437479 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.401945 ---Validation accuracy:--- 0.443 Validation Loss: 1.3870621 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2303222 ---Validation accuracy:--- 0.5576 Validation Loss: 1.2705518 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0893664 ---Validation accuracy:--- 0.56 Validation Loss: 1.2242949 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0700735 ---Validation accuracy:--- 0.551 Validation Loss: 1.2062393 Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.195282 ---Validation accuracy:--- 0.5068 Validation Loss: 1.2903329 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1976703 ---Validation accuracy:--- 0.4704 Validation Loss: 1.5054525 Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4787521 ---Validation accuracy:--- 0.4364 Validation Loss: 1.4237397 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1056691 ---Validation accuracy:--- 0.5438 Validation Loss: 1.3066586 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0919354 ---Validation accuracy:--- 0.5638 Validation Loss: 1.2178264 Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.2505683 ---Validation accuracy:--- 0.4568 Validation Loss: 1.3469348 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5873723 ---Validation accuracy:--- 0.4906 Validation Loss: 1.42848 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.203511 ---Validation accuracy:--- 0.5362 Validation Loss: 1.3228894 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1734378 ---Validation accuracy:--- 0.5616 Validation Loss: 1.1746883 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1909301 ---Validation accuracy:--- 0.6434 Validation Loss: 1.0912496 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.988997 ---Validation accuracy:--- 0.5814 Validation Loss: 1.1038442 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1774117 ---Validation accuracy:--- 0.5972 Validation Loss: 1.1080225 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8837379 ---Validation accuracy:--- 0.5946 Validation Loss: 0.9919261 Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.84156144 ---Validation accuracy:--- 0.6228 Validation Loss: 0.970191 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2684569 ---Validation accuracy:--- 0.5514 Validation Loss: 1.1687219 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.356153 ---Validation accuracy:--- 0.4812 Validation Loss: 1.3706783 Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.2526538 ---Validation accuracy:--- 0.626 Validation Loss: 1.1361389 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.73473036 ---Validation accuracy:--- 0.6812 Validation Loss: 0.9174964 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.92298096 ---Validation accuracy:--- 0.6208 Validation Loss: 0.98326075 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4026855 ---Validation accuracy:--- 0.489 Validation Loss: 1.3936299 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0277954 ---Validation accuracy:--- 0.5606 Validation Loss: 1.2158422 Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8610512 ---Validation accuracy:--- 0.5306 Validation Loss: 1.296215 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.4043686 ---Validation accuracy:--- 0.4766 Validation Loss: 1.523408 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.4701592 ---Validation accuracy:--- 0.3982 Validation Loss: 1.6777438 Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2118931 ---Validation accuracy:--- 0.5246 Validation Loss: 1.3635067 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.9079336 ---Validation accuracy:--- 0.6426 Validation Loss: 1.1034185 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9370512 ---Validation accuracy:--- 0.6286 Validation Loss: 1.047675 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8703386 ---Validation accuracy:--- 0.6718 Validation Loss: 0.9541969 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.6727116 ---Validation accuracy:--- 0.6432 Validation Loss: 0.9410832 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9553598 ---Validation accuracy:--- 0.6876 Validation Loss: 0.99087644 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.87644 ---Validation accuracy:--- 0.6412 Validation Loss: 0.99929255 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.007236 ---Validation accuracy:--- 0.564 Validation Loss: 1.1548679 Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5433301 ---Validation accuracy:--- 0.3888 Validation Loss: 1.8637906 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4884056 ---Validation accuracy:--- 0.4016 Validation Loss: 1.6711652 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.505017 ---Validation accuracy:--- 0.4324 Validation Loss: 1.4970925 Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.400536 ---Validation accuracy:--- 0.5206 Validation Loss: 1.3996408 Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1077449 ---Validation accuracy:--- 0.579 Validation Loss: 1.1417416 Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.898576 ---Validation accuracy:--- 0.5666 Validation Loss: 1.0066278 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8185147 ---Validation accuracy:--- 0.692 Validation Loss: 0.9233287 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7689438 ---Validation accuracy:--- 0.6488 Validation Loss: 0.898103 Epoch: 0 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0 ---Training accuracy:--- 0.84 Training Loss: 0.57279223 ---Validation accuracy:--- 0.798 Validation Loss: 0.6834628 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6215957 ---Validation accuracy:--- 0.7802 Validation Loss: 0.78217906 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36720777 ---Validation accuracy:--- 0.7708 Validation Loss: 0.69751096 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.33305305 ---Validation accuracy:--- 0.7886 Validation Loss: 0.61490166 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5270057 ---Validation accuracy:--- 0.7656 Validation Loss: 0.74352527 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.800957 ---Validation accuracy:--- 0.6496 Validation Loss: 1.3347085 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0113488 ---Validation accuracy:--- 0.5746 Validation Loss: 1.0111601 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.64069885 ---Validation accuracy:--- 0.8244 Validation Loss: 0.7114384 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.40979636 ---Validation accuracy:--- 0.814 Validation Loss: 0.6567407 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63662046 ---Validation accuracy:--- 0.7362 Validation Loss: 0.77426153 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.7005899 ---Validation accuracy:--- 0.7842 Validation Loss: 0.7773827 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7669948 ---Validation accuracy:--- 0.7672 Validation Loss: 0.79113555 Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.96560144 ---Validation accuracy:--- 0.661 Validation Loss: 0.9922292 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6089709 ---Validation accuracy:--- 0.7542 Validation Loss: 0.78095794 Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5635957 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6361006 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47919053 ---Validation accuracy:--- 0.7984 Validation Loss: 0.65260804 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44169137 ---Validation accuracy:--- 0.8426 Validation Loss: 0.58891505 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.41428086 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5591814 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.44881764 ---Validation accuracy:--- 0.8298 Validation Loss: 0.591633 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.601356 ---Validation accuracy:--- 0.8378 Validation Loss: 0.5570439 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34746346 ---Validation accuracy:--- 0.851 Validation Loss: 0.5060492 Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.66404396 ---Validation accuracy:--- 0.7634 Validation Loss: 0.7900511 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.8559044 ---Validation accuracy:--- 0.7502 Validation Loss: 0.9574219 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5482552 ---Validation accuracy:--- 0.7606 Validation 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Validation Loss: 0.52594566 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23027286 ---Validation accuracy:--- 0.868 Validation Loss: 0.48802397 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33408502 ---Validation accuracy:--- 0.8726 Validation Loss: 0.47004908 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36147705 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6089884 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.2489197 ---Validation accuracy:--- 0.7066 Validation Loss: 1.3457074 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.77903473 ---Validation accuracy:--- 0.6532 Validation Loss: 0.9916951 Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8359366 ---Validation accuracy:--- 0.7896 Validation Loss: 0.76656425 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.57024103 ---Validation accuracy:--- 0.7708 Validation Loss: 0.7196716 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.50043786 ---Validation accuracy:--- 0.781 Validation Loss: 0.70663846 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46707335 ---Validation accuracy:--- 0.7924 Validation Loss: 0.63567805 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5104046 ---Validation accuracy:--- 0.7684 Validation Loss: 0.68880755 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.41234457 ---Validation accuracy:--- 0.8362 Validation Loss: 0.6105073 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64191544 ---Validation accuracy:--- 0.748 Validation Loss: 0.8233234 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.7074667 ---Validation accuracy:--- 0.7696 Validation Loss: 0.8430855 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.56812745 ---Validation accuracy:--- 0.8032 Validation Loss: 0.59813535 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.38406968 ---Validation accuracy:--- 0.8684 Validation Loss: 0.50085396 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34049988 ---Validation accuracy:--- 0.8756 Validation Loss: 0.45680514 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.67720854 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6189707 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.74020475 ---Validation accuracy:--- 0.8082 Validation Loss: 0.64403176 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35633117 ---Validation accuracy:--- 0.856 Validation Loss: 0.49824718 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37993222 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42535684 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2983263 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4133358 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.273288 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42853838 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26822576 ---Validation accuracy:--- 0.8764 Validation Loss: 0.43840513 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24101484 ---Validation accuracy:--- 0.891 Validation Loss: 0.3911243 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2945127 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40282002 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39982057 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40102667 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.308808 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44522384 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28414857 ---Validation accuracy:--- 0.877 Validation Loss: 0.44022465 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23696107 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38052234 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41298652 ---Validation accuracy:--- 0.8828 Validation Loss: 0.42438683 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5016044 ---Validation accuracy:--- 0.8392 Validation Loss: 0.56313986 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33846962 ---Validation accuracy:--- 0.85 Validation Loss: 0.5178951 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6842889 ---Validation accuracy:--- 0.7894 Validation Loss: 0.7271538 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46726394 ---Validation accuracy:--- 0.7678 Validation Loss: 0.71042824 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23735617 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42083976 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20689656 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3684711 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31434405 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3944144 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35296035 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4491141 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37501657 ---Validation accuracy:--- 0.883 Validation Loss: 0.433862 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38505355 ---Validation accuracy:--- 0.8688 Validation Loss: 0.44658858 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25998282 ---Validation accuracy:--- 0.8914 Validation Loss: 0.38815746 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14999576 ---Validation accuracy:--- 0.899 Validation Loss: 0.36019716 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37086165 ---Validation accuracy:--- 0.8776 Validation Loss: 0.42762706 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26461744 ---Validation accuracy:--- 0.873 Validation Loss: 0.44064218 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3525297 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45616513 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41134885 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5339511 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6493787 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53321296 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38881433 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4219525 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23207432 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36526766 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44007316 ---Validation accuracy:--- 0.8166 Validation Loss: 0.6431187 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47064662 ---Validation accuracy:--- 0.8516 Validation Loss: 0.5234941 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38542458 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40254784 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.51771015 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45485127 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28623486 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40112203 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22143188 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3505478 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3021035 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38499525 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2450776 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33773768 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25391635 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3617278 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21393761 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3574151 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27666354 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3353185 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25669885 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41377416 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25281087 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35969874 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3939246 ---Validation accuracy:--- 0.8664 Validation Loss: 0.45527968 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25626004 ---Validation accuracy:--- 0.8846 Validation Loss: 0.4025934 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21298972 ---Validation accuracy:--- 0.894 Validation Loss: 0.38798743 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24879189 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40902406 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.36883858 ---Validation accuracy:--- 0.895 Validation Loss: 0.36456996 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12528054 ---Validation accuracy:--- 0.913 Validation Loss: 0.3091126 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19046216 ---Validation accuracy:--- 0.902 Validation Loss: 0.34456158 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14367175 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30695483 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14762692 ---Validation accuracy:--- 0.901 Validation Loss: 0.345743 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18201464 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3575162 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38894895 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3211269 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15844478 ---Validation accuracy:--- 0.9028 Validation Loss: 0.33480567 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.228962 ---Validation accuracy:--- 0.824 Validation Loss: 0.55486774 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23719597 ---Validation accuracy:--- 0.886 Validation Loss: 0.36861166 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30701405 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3256526 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2036023 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31376514 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15735056 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29967293 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14995943 ---Validation accuracy:--- 0.917 Validation Loss: 0.29934576 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.175511 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3289766 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26226777 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34014374 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26973447 ---Validation accuracy:--- 0.8966 Validation Loss: 0.37563145 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28346965 ---Validation accuracy:--- 0.876 Validation Loss: 0.41192245 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30014297 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30084372 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10043917 ---Validation accuracy:--- 0.909 Validation Loss: 0.3152732 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2784549 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3229313 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27796137 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3232644 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20467274 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3165064 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30759004 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32561883 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27463228 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39146182 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2766628 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39345214 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24247749 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31726202 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12730509 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30362743 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23858085 ---Validation accuracy:--- 0.8892 Validation Loss: 0.36945596 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34389675 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34348798 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19998252 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29969755 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0980145 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28839368 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.108863264 ---Validation accuracy:--- 0.9006 Validation Loss: 0.34524894 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27498645 ---Validation accuracy:--- 0.915 Validation Loss: 0.3143615 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42351165 ---Validation accuracy:--- 0.874 Validation Loss: 0.4109536 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24934469 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4100549 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3593419 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33894828 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41123047 ---Validation accuracy:--- 0.8676 Validation Loss: 0.46054336 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2275151 ---Validation accuracy:--- 0.9 Validation Loss: 0.34794506 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42031372 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3835086 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18133202 ---Validation accuracy:--- 0.918 Validation Loss: 0.30105424 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3616629 ---Validation accuracy:--- 0.891 Validation Loss: 0.39872718 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31401148 ---Validation accuracy:--- 0.8688 Validation Loss: 0.48546654 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20542634 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34722182 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18953945 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28892726 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15348674 ---Validation accuracy:--- 0.9248 Validation Loss: 0.278601 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.210437 ---Validation accuracy:--- 0.906 Validation Loss: 0.31887352 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27070943 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3291737 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17211518 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29635203 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13191895 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27080587 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2005581 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30298126 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11377147 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2879341 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34554684 ---Validation accuracy:--- 0.8882 Validation Loss: 0.39169693 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2755135 ---Validation accuracy:--- 0.877 Validation Loss: 0.452183 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.47143117 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44708213 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19079018 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3481854 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25851285 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31552413 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14393675 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2977515 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15148228 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28275245 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.19071458 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3167837 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08490471 ---Validation accuracy:--- 0.9134 Validation Loss: 0.29844967 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22399631 ---Validation accuracy:--- 0.88 Validation Loss: 0.4171655 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4073063 ---Validation accuracy:--- 0.8558 Validation Loss: 0.502354 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44041938 ---Validation accuracy:--- 0.8256 Validation Loss: 0.60752296 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23215157 ---Validation accuracy:--- 0.8586 Validation Loss: 0.487892 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40862006 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35497975 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21985441 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3588751 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26156473 ---Validation accuracy:--- 0.9238 Validation Loss: 0.30111733 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14685439 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31604862 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29000685 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38898405 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20932904 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33422908 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.45322257 ---Validation accuracy:--- 0.8666 Validation Loss: 0.4633107 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19072136 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29434642 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30292556 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30358198 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19928157 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3110369 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24947271 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30110297 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14159083 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28460655 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22488481 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2933915 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.107415944 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2812909 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18055935 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2703605 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18556172 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2656868 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.20166913 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27397415 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1393652 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26810715 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22338815 ---Validation accuracy:--- 0.92 Validation Loss: 0.2898624 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2621892 ---Validation accuracy:--- 0.888 Validation Loss: 0.39180434 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29552346 ---Validation accuracy:--- 0.9 Validation Loss: 0.37496367 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31817225 ---Validation accuracy:--- 0.8496 Validation Loss: 0.526167 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20693542 ---Validation accuracy:--- 0.9164 Validation Loss: 0.32066998 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2423351 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3964496 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2611164 ---Validation accuracy:--- 0.8682 Validation Loss: 0.50721943 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30350116 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4206036 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39970076 ---Validation accuracy:--- 0.8698 Validation Loss: 0.42519337 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16179699 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31922472 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19426332 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27940714 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22075848 ---Validation accuracy:--- 0.929 Validation Loss: 0.26261175 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17622918 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31297106 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32046568 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28429124 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17594498 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29397276 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2595134 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25804272 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15575843 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32537782 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23952083 ---Validation accuracy:--- 0.903 Validation Loss: 0.349349 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42576233 ---Validation accuracy:--- 0.838 Validation Loss: 0.56978613 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23058757 ---Validation accuracy:--- 0.875 Validation Loss: 0.46459824 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33830002 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29736763 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15421277 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2770106 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17318739 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2831994 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08131517 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25330162 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121745855 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2573985 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18395108 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26104817 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.18878528 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2812718 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10702248 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32211897 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1458168 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27508783 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09581423 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31010723 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1612886 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25965565 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11305992 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23658393 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.103422835 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26137397 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19133444 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34420484 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11638091 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27843526 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.36536172 ---Validation accuracy:--- 0.886 Validation Loss: 0.39779723 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17838477 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2895705 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24620041 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28571182 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13033134 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29062116 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14703055 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29634145 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16394547 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2894034 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23989564 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30092525 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07265546 ---Validation accuracy:--- 0.929 Validation Loss: 0.2682897 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13558522 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26413506 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26893616 ---Validation accuracy:--- 0.916 Validation Loss: 0.31895298 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20926951 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2472047 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07102322 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25237513 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14366496 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28934076 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06113372 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26031056 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17768364 ---Validation accuracy:--- 0.916 Validation Loss: 0.29144415 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.7648256 ---Validation accuracy:--- 0.8246 Validation Loss: 0.7648776 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3274492 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4322386 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20146988 ---Validation accuracy:--- 0.901 Validation Loss: 0.36814445 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36877146 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4663512 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12917411 ---Validation accuracy:--- 0.907 Validation Loss: 0.34247598 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2096323 ---Validation accuracy:--- 0.907 Validation Loss: 0.33584088 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15405744 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29280713 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19484363 ---Validation accuracy:--- 0.925 Validation Loss: 0.28080675 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11034386 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27058062 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09801877 ---Validation accuracy:--- 0.93 Validation Loss: 0.26653287 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17908531 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27568427 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1846257 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3245959 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23746708 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3379961 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2507884 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30593964 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.303889 ---Validation accuracy:--- 0.8892 Validation Loss: 0.4021523 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19543183 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2872897 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09256931 ---Validation accuracy:--- 0.929 Validation Loss: 0.26510584 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23608911 ---Validation accuracy:--- 0.9322 Validation Loss: 0.254189 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049320813 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23732495 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2514748 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2919647 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14211737 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27503064 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15281625 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25535533 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21822986 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2547893 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13019647 ---Validation accuracy:--- 0.9362 Validation Loss: 0.231473 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20761791 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33742616 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22308369 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30417526 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11464517 ---Validation accuracy:--- 0.925 Validation Loss: 0.26679933 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1931179 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36222377 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39395663 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37909847 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17483573 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2566324 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21590322 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34256622 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.080350764 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2537273 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19613414 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2849518 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2925945 ---Validation accuracy:--- 0.8924 Validation Loss: 0.38720033 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56915915 ---Validation accuracy:--- 0.862 Validation Loss: 0.60101247 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31514996 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37493312 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2202392 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31861806 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15319434 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26890868 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15925576 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2627522 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21421602 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28173476 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14637281 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27403304 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2236078 ---Validation accuracy:--- 0.8694 Validation Loss: 0.42865756 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4949529 ---Validation accuracy:--- 0.8348 Validation Loss: 0.6283189 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.382556 ---Validation accuracy:--- 0.9174 Validation Loss: 0.34641305 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15133666 ---Validation accuracy:--- 0.93 Validation Loss: 0.26946723 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1969368 ---Validation accuracy:--- 0.9266 Validation Loss: 0.29595336 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17446063 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25339144 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1990187 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25511917 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17064743 ---Validation accuracy:--- 0.927 Validation Loss: 0.27707055 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23438567 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25948447 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15313442 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23979026 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16298187 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23988858 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0853042 ---Validation accuracy:--- 0.933 Validation Loss: 0.24002632 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12841785 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23588257 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23252848 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2826948 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09915457 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25087437 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14651509 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26749554 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14243925 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22836052 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11015524 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24032842 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12642187 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24851324 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0784615 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25840598 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.091962144 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23052715 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21012604 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29073238 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21223661 ---Validation accuracy:--- 0.915 Validation Loss: 0.31297922 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1838717 ---Validation accuracy:--- 0.932 Validation Loss: 0.2368763 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15893848 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27182984 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26285684 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26297167 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11609652 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2552056 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16806774 ---Validation accuracy:--- 0.9262 Validation Loss: 0.29458612 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2583709 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28689596 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17980948 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25299588 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.058703948 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22871453 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21711163 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25162944 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16470364 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24976887 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08372992 ---Validation accuracy:--- 0.933 Validation Loss: 0.23809941 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13031694 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22977579 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17096397 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23470701 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07898536 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24425887 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2403713 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33090308 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16858512 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23920268 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12494087 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463955 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09542609 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25188258 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10272537 ---Validation accuracy:--- 0.939 Validation Loss: 0.22638409 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12857747 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2201049 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.113084644 ---Validation accuracy:--- 0.939 Validation Loss: 0.22766387 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15560043 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22000447 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17545672 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24619207 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12921165 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24353388 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10942963 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28897008 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16514014 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31474724 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12926933 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22512305 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.088237 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22614118 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0711683 ---Validation accuracy:--- 0.937 Validation Loss: 0.23162846 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.075041436 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24289748 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.058709517 ---Validation accuracy:--- 0.929 Validation Loss: 0.2499154 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10253117 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24835347 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1522374 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2496781 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13370094 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25655 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15213206 ---Validation accuracy:--- 0.92 Validation Loss: 0.29711306 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12301261 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22348803 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.078438215 ---Validation accuracy:--- 0.941 Validation Loss: 0.22073096 Epoch: 0 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0.2152962 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11052305 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20902674 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1194788 ---Validation accuracy:--- 0.939 Validation Loss: 0.22196035 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15542303 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24988547 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08420957 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22822642 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.120381616 ---Validation accuracy:--- 0.941 Validation Loss: 0.2156158 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068970725 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21368794 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11544732 ---Validation accuracy:--- 0.941 Validation Loss: 0.21810149 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04949409 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22783647 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14785391 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24012084 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041442126 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24658448 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14521013 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23372805 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11675686 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23293774 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14495635 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21398938 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11829733 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22116788 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08124759 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22099824 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06495557 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21733399 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22552009 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25676864 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16229035 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21767806 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.103393935 ---Validation accuracy:--- 0.941 Validation Loss: 0.21390662 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1259848 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22616047 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16278568 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23019807 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23043175 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34958765 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11655787 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2704534 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16538022 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25312313 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09464593 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21830027 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16620989 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2388541 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14741425 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22188093 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15416412 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22496602 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09212921 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22695996 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08587226 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2234082 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10603907 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2223103 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10095551 ---Validation accuracy:--- 0.941 Validation Loss: 0.20831184 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13056338 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22887236 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10357758 ---Validation accuracy:--- 0.944 Validation Loss: 0.20556934 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19221249 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23046638 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.031579286 ---Validation accuracy:--- 0.944 Validation Loss: 0.21071462 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0499006 ---Validation accuracy:--- 0.944 Validation Loss: 0.20109434 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1248407 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21567579 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14142957 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20589854 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13267866 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20284206 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07403921 ---Validation accuracy:--- 0.9446 Validation Loss: 0.203196 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.060258724 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19750935 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13632523 ---Validation accuracy:--- 0.93 Validation Loss: 0.24476402 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15588923 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23105566 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08831696 ---Validation accuracy:--- 0.936 Validation Loss: 0.22328687 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10638975 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21970381 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13340078 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20955364 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2882553 ---Validation accuracy:--- 0.932 Validation Loss: 0.23657942 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.12138418 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22574507 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057432964 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22041856 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14518881 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27877587 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3299878 ---Validation accuracy:--- 0.898 Validation Loss: 0.34994194 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12545954 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2139462 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1410397 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24362883 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24245125 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23280649 Epoch: 0 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0.20612329 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08282321 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20000717 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14655165 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2159792 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1483097 ---Validation accuracy:--- 0.932 Validation Loss: 0.24404922 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11354705 ---Validation accuracy:--- 0.92 Validation Loss: 0.2897963 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1195133 ---Validation accuracy:--- 0.931 Validation Loss: 0.25313148 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09933665 ---Validation accuracy:--- 0.941 Validation Loss: 0.20498413 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08203673 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23352548 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05521122 ---Validation accuracy:--- 0.9402 Validation 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0.934 Validation Loss: 0.23375574 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1657159 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2673867 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10749307 ---Validation accuracy:--- 0.924 Validation Loss: 0.27506557 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18633837 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26438925 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23089704 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24397308 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086146004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21854036 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09717593 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24532707 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1050886 ---Validation accuracy:--- 0.936 Validation Loss: 0.22627869 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09473706 ---Validation 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---Validation accuracy:--- 0.9382 Validation Loss: 0.22053799 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.118929975 ---Validation accuracy:--- 0.942 Validation Loss: 0.20872115 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06789972 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22602604 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16048717 ---Validation accuracy:--- 0.94 Validation Loss: 0.2193966 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20465487 ---Validation accuracy:--- 0.946 Validation Loss: 0.19569004 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07382769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19947632 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16079693 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21139988 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12110431 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20689526 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08117774 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23290431 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14598607 ---Validation accuracy:--- 0.942 Validation Loss: 0.20794995 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08373223 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19977795 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09542672 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23447481 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.064365685 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24028638 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18691687 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30298492 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.14875677 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22685273 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18098475 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25545 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19817755 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2396607 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17296717 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21403381 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16713808 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22614326 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1503305 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20454343 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07983791 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19956209 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053054534 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19718765 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.083871216 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1911217 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043428823 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19121493 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0927885 ---Validation accuracy:--- 0.924 Validation Loss: 0.24145707 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0911945 ---Validation accuracy:--- 0.943 Validation Loss: 0.20753369 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20334621 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23342566 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13758944 ---Validation accuracy:--- 0.939 Validation Loss: 0.20912503 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19181892 ---Validation accuracy:--- 0.938 Validation Loss: 0.22096486 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10711435 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2287772 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045156837 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20604879 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17701969 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26212722 Epoch: 1 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0.25729898 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19818702 ---Validation accuracy:--- 0.945 Validation Loss: 0.20447442 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16803332 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20274432 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17820112 ---Validation accuracy:--- 0.939 Validation Loss: 0.20993917 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1858945 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23568615 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1521791 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19426462 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0829089 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19963272 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06826159 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23737295 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08458023 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2120031 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10343071 ---Validation accuracy:--- 0.942 Validation Loss: 0.21351047 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19610053 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22865272 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10005747 ---Validation accuracy:--- 0.942 Validation Loss: 0.21823259 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07032039 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21421283 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15252522 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25120988 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2075441 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19336331 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12035942 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21256453 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.084542796 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26162946 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12536561 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20871954 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.057597913 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19453362 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.079193994 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20101926 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061057378 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22198474 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23578335 ---Validation accuracy:--- 0.8866 Validation Loss: 0.3412754 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.069406666 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21613868 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14963885 ---Validation accuracy:--- 0.943 Validation Loss: 0.20694202 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.089230426 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21789053 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10106631 ---Validation accuracy:--- 0.9482 Validation Loss: 0.20095436 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1608724 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21284488 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06763668 ---Validation accuracy:--- 0.9432 Validation Loss: 0.191497 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05317317 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19741851 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12707534 ---Validation accuracy:--- 0.926 Validation Loss: 0.26702094 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1907118 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19339502 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100340635 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19831635 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07569447 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1788395 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2020288 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23316884 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08409224 ---Validation accuracy:--- 0.943 Validation Loss: 0.2010779 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08527138 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1946952 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15280841 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21794385 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14839298 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19155617 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061101474 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2023197 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12135525 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24666438 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08917635 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1872325 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08169534 ---Validation accuracy:--- 0.9444 Validation Loss: 0.193977 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09897192 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19924664 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12084736 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20596074 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12340068 ---Validation accuracy:--- 0.946 Validation Loss: 0.19698918 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09600395 ---Validation accuracy:--- 0.943 Validation Loss: 0.19465613 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.083670884 ---Validation accuracy:--- 0.945 Validation Loss: 0.18983692 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13417767 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19328697 Epoch: 1 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0.1995988 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06528945 ---Validation accuracy:--- 0.9436 Validation Loss: 0.203517 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09690881 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25116253 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07494913 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21686578 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10192194 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21184278 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06533109 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23328589 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09675422 ---Validation accuracy:--- 0.941 Validation Loss: 0.20804551 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09000599 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19339128 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0714868 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19781451 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075711936 ---Validation accuracy:--- 0.948 Validation Loss: 0.18969639 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07872923 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19494197 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045987558 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19432542 Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20858799 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23759136 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09785747 ---Validation accuracy:--- 0.944 Validation Loss: 0.19662131 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07414221 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18403485 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16246895 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2006943 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.122022666 ---Validation 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0.19759926 ---Validation accuracy:--- 0.937 Validation Loss: 0.21493894 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055345874 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19815107 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05494234 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19813204 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11011732 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21042076 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10170082 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19493371 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13125466 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19733992 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.102947906 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19737458 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1632308 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19972038 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07856855 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19868071 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09037666 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19672073 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0768463 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18666328 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08639008 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21235411 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15777119 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20885351 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10809618 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20126377 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10331143 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18898636 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08534993 ---Validation accuracy:--- 0.948 Validation Loss: 0.18425609 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10800587 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18932366 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05552317 ---Validation accuracy:--- 0.949 Validation Loss: 0.18072051 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09461668 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21398632 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16568834 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20335323 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088592835 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18357036 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09856884 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20663948 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18564169 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20881851 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13121836 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19375806 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11776118 ---Validation accuracy:--- 0.947 Validation Loss: 0.19316335 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.095477924 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19813284 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06433709 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1719478 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025875736 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16989115 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0531172 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16942748 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039667692 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17135398 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06590466 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18288457 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05982619 ---Validation accuracy:--- 0.9508 Validation 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Validation Loss: 0.21767195 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11724499 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2027152 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14079481 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2276877 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14120628 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24743496 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16161968 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19633597 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.060351048 ---Validation accuracy:--- 0.945 Validation Loss: 0.19825289 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18278538 ---Validation accuracy:--- 0.9478 Validation Loss: 0.181857 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.053336006 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23430571 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05492725 ---Validation 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0.06686772 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17805825 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056774214 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17905247 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0621615 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20809072 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10144312 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20315622 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014422219 ---Validation accuracy:--- 0.944 Validation Loss: 0.20118177 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08453362 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19597773 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05290076 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18008196 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08002394 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18792033 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07478528 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19939329 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065812625 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2521151 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09758398 ---Validation accuracy:--- 0.941 Validation Loss: 0.21542527 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.076468036 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21829687 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.100700065 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19848682 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12435422 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2022029 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10220331 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2107292 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1360592 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23764825 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06005023 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2240499 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13118659 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26452333 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16365568 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3366183 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10763343 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25340304 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10236733 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19731173 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0742277 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19350545 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15978621 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18246579 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12182379 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26092637 Epoch: 1 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0.18414037 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045751855 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18130691 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16804296 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19322066 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09692171 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17900954 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05140152 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17567539 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.070542835 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17611082 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10984602 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18564816 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07347431 ---Validation accuracy:--- 0.945 Validation Loss: 0.19031532 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16772155 ---Validation accuracy:--- 0.941 Validation Loss: 0.21398523 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1637875 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19318414 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12635571 ---Validation accuracy:--- 0.942 Validation Loss: 0.19229673 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025551327 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18049438 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029621802 ---Validation accuracy:--- 0.944 Validation Loss: 0.19286633 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10616909 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18121423 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07583612 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20345509 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10012222 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19442207 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04872303 ---Validation accuracy:--- 0.95 Validation Loss: 0.17683668 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03236895 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16895564 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.072056375 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19269909 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10796238 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21719208 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075313516 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1944555 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0124236075 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1921406 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14846517 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18901165 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07522895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20357694 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05811931 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18168078 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.043030728 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18727286 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034301694 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17659815 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11556049 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18383406 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.114983365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17989765 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028532652 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18339759 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15574695 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18408164 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07677103 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17142041 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03306053 ---Validation accuracy:--- 0.948 Validation Loss: 0.18806179 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0780826 ---Validation accuracy:--- 0.928 Validation Loss: 0.25338086 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.038969282 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23803957 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037021074 ---Validation accuracy:--- 0.942 Validation Loss: 0.21355022 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13386813 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20885848 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09882906 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19548066 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04486022 ---Validation accuracy:--- 0.944 Validation Loss: 0.20979401 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06271922 ---Validation accuracy:--- 0.943 Validation Loss: 0.20112185 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.089497335 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18921243 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03895619 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17915435 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0806428 ---Validation accuracy:--- 0.9516 Validation Loss: 0.19180655 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11269911 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20086035 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06355222 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18360311 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029706487 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16891135 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.089853115 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17707902 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12233976 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18430388 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.117492154 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21065757 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08555692 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18142396 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02919239 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17369933 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19608505 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3251935 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1265803 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1775011 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03755084 ---Validation accuracy:--- 0.952 Validation Loss: 0.1707756 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10938833 ---Validation accuracy:--- 0.943 Validation Loss: 0.20601246 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2109881 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20684057 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08743058 ---Validation accuracy:--- 0.943 Validation Loss: 0.2040388 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038620733 ---Validation accuracy:--- 0.942 Validation Loss: 0.20480736 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0708285 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17962204 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14666148 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17046377 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1122675 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16479628 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.048916385 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20382535 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04298128 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2289758 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1319866 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33466664 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.045202576 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18126154 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19064005 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21461743 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.031153023 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18733346 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11529922 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20597388 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05426007 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1835934 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1322236 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19974305 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04279954 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17720792 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.074830875 ---Validation accuracy:--- 0.945 Validation Loss: 0.185223 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058687374 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1826532 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.07062171 ---Validation accuracy:--- 0.948 Validation Loss: 0.18830957 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17112346 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1807595 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09089647 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19958296 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020390434 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1722762 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0604025 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17581333 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08671486 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1826252 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09811327 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19735087 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19007635 ---Validation accuracy:--- 0.925 Validation Loss: 0.2867864 Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2361373 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21777914 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0445433 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17433971 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.071989864 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17509001 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05903785 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18392256 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020857811 ---Validation accuracy:--- 0.951 Validation Loss: 0.17687796 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07474026 ---Validation accuracy:--- 0.953 Validation Loss: 0.16296604 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07222384 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17094795 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075665236 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16224651 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16070251 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20261596 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06246233 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1791503 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065301955 ---Validation accuracy:--- 0.948 Validation Loss: 0.19515474 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02951501 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18012781 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0763842 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17060797 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08597376 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16980657 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027328718 ---Validation accuracy:--- 0.951 Validation Loss: 0.17448014 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10907392 ---Validation accuracy:--- 0.939 Validation Loss: 0.21586804 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08594284 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2073817 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066474 ---Validation accuracy:--- 0.948 Validation Loss: 0.18254228 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12190141 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18611516 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10551849 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17620417 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056865312 ---Validation accuracy:--- 0.946 Validation Loss: 0.19126013 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04595876 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18393978 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0671302 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18172228 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024891196 ---Validation accuracy:--- 0.9484 Validation Loss: 0.173607 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.038747713 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18450609 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06731203 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17145896 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0901159 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15989229 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11702713 ---Validation accuracy:--- 0.951 Validation Loss: 0.1718412 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0696418 ---Validation accuracy:--- 0.953 Validation Loss: 0.16512115 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07214519 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17355411 Epoch: 1 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0.17714852 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06432997 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2380833 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02867652 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19123301 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10111278 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17503008 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05891265 ---Validation accuracy:--- 0.955 Validation Loss: 0.16015126 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04316268 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15714358 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08145482 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16042645 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.072066315 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15396756 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014324589 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15969418 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.109362066 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21722107 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088201515 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1862814 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0529546 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17526005 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021334061 ---Validation accuracy:--- 0.949 Validation Loss: 0.18883234 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0986322 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21687037 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07647441 ---Validation accuracy:--- 0.938 Validation Loss: 0.22696523 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10951308 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18696822 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15474674 ---Validation 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0.98 Training Loss: 0.123898104 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17514417 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066696 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17313005 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038807236 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18118872 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.087032616 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21716003 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06605132 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18264976 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05671051 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18286413 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0366894 ---Validation accuracy:--- 0.949 Validation Loss: 0.17873642 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028008478 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17910185 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11749039 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24964488 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11608837 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20031103 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12879421 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19395845 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024792347 ---Validation accuracy:--- 0.945 Validation Loss: 0.1883358 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14660986 ---Validation accuracy:--- 0.948 Validation Loss: 0.18800797 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.088137604 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19240409 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04997934 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18574074 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.048822824 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17869414 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093692236 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16381145 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.118648246 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17240186 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18848126 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17919895 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05363716 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18684034 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02764207 ---Validation accuracy:--- 0.953 Validation Loss: 0.17641546 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03109301 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17026883 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.070927456 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17258611 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06016934 ---Validation accuracy:--- 0.9538 Validation 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0.9532 Validation Loss: 0.16549963 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061423894 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16518143 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.10714657 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18039209 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0344 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17558354 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09213307 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16799873 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15055652 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19128922 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.092255756 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16942862 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05602315 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16899985 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10981688 ---Validation 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accuracy:--- 1.0 Training Loss: 0.040865198 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15700755 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.044943735 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15939605 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.110535175 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16920292 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09368887 ---Validation accuracy:--- 0.943 Validation Loss: 0.21069731 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17037003 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2528482 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17929047 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24018899 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08426664 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17195286 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.088816985 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16468032 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05671247 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15316412 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045580186 ---Validation accuracy:--- 0.953 Validation Loss: 0.16909336 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17139632 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15700278 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08087328 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16077925 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07127097 ---Validation accuracy:--- 0.956 Validation Loss: 0.16140123 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07744731 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15500739 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10809041 ---Validation accuracy:--- 0.956 Validation Loss: 0.15686376 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047226086 ---Validation accuracy:--- 0.951 Validation Loss: 0.17947216 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032699384 ---Validation accuracy:--- 0.953 Validation Loss: 0.1730497 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08163211 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16466431 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1298914 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16788512 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.033610314 ---Validation accuracy:--- 0.955 Validation Loss: 0.16183104 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050962485 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18198682 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06124813 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15660179 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07332277 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16260538 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08025679 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15740187 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043933798 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972661 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19095565 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18683584 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04729909 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16928868 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05459632 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17914212 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.049656544 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16005555 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0763658 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1629428 Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16154717 ---Validation accuracy:--- 0.954 Validation Loss: 0.16927442 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13404779 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24388191 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18484578 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19023065 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035519492 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15777346 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024405556 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15376817 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08106884 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1788803 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.033671256 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18172629 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.050996043 ---Validation accuracy:--- 0.955 Validation Loss: 0.16332401 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05472621 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15661076 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18266226 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1960596 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10074435 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22558482 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12031347 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17577118 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.114678666 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22230129 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021588592 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17674658 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.096006334 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16160516 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07113686 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15998115 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.059884444 ---Validation accuracy:--- 0.958 Validation Loss: 0.15061687 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.053424124 ---Validation accuracy:--- 0.952 Validation Loss: 0.16625035 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10420158 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17557262 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16442713 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16344671 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12617072 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21256824 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10493761 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20281266 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.083074 ---Validation accuracy:--- 0.95 Validation Loss: 0.18325263 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05452999 ---Validation accuracy:--- 0.949 Validation Loss: 0.1801056 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05502347 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17316714 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.067164935 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17803222 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09094908 ---Validation accuracy:--- 0.953 Validation Loss: 0.16485657 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09585033 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18521225 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09253157 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16396113 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02659763 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17790908 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041556783 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16232067 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17392676 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17308235 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1499153 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16336662 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14903001 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15840773 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.046157382 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16265547 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08436616 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1565026 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06552347 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15553808 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05507842 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15979241 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08516715 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18379337 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07107847 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17258118 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04779398 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18801625 Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19918862 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18310554 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018289778 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16346939 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0911562 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17384632 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.049166173 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16608144 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06900882 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17043355 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04947609 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24056524 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.102487594 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18241386 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07303793 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16986148 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018720418 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15848587 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16603103 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1935261 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06623417 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18019815 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07429303 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19116168 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14458357 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16672938 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059467707 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15597653 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056992315 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15439856 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0942442 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14687972 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015122099 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14685838 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.066621736 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15264376 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021850774 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15465523 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024054332 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16271484 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19123289 ---Validation accuracy:--- 0.956 Validation Loss: 0.15491207 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05666876 ---Validation accuracy:--- 0.947 Validation Loss: 0.18262374 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033441477 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17339861 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.108136855 ---Validation accuracy:--- 0.947 Validation Loss: 0.19073108 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11120623 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1992703 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025736999 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18742046 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036253057 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17930208 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.119140044 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17059685 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051568083 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1676256 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02441463 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16272202 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030988779 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17196433 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.058743186 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16812684 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04020843 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16133176 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07464045 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16258122 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025604405 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1626014 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07086004 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15376298 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09981509 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1711745 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04333768 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15860237 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10234895 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17094399 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.079450585 ---Validation accuracy:--- 0.951 Validation Loss: 0.1712822 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09151661 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16737041 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13429548 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15595248 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056874588 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15707989 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11956603 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18315756 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03641199 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17267731 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112466276 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15685417 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10166498 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16410844 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09379744 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15194415 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07040642 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15827331 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06864372 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16145685 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022888845 ---Validation accuracy:--- 0.954 Validation Loss: 0.1688409 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057113532 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15361106 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10391756 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17432566 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026113635 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15964016 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062656365 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15665247 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.052070018 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16894256 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.03505007 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15143764 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056233224 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1556804 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09909282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16679081 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05758992 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16631658 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14992288 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27830175 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026588192 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16406566 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064677216 ---Validation accuracy:--- 0.959 Validation Loss: 0.1540057 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026358096 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15502 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03836689 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14820154 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041590076 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1500936 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08427924 ---Validation accuracy:--- 0.956 Validation Loss: 0.15044089 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016257888 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17043102 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023862906 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1674411 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035979938 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16407315 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12588352 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20765473 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14969105 ---Validation accuracy:--- 0.954 Validation Loss: 0.16909502 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.035181314 ---Validation accuracy:--- 0.959 Validation Loss: 0.14578456 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028571628 ---Validation accuracy:--- 0.948 Validation Loss: 0.1730697 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14550889 ---Validation accuracy:--- 0.9222 Validation Loss: 0.23772766 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14428651 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19089721 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.037614476 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16770239 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21030526 ---Validation accuracy:--- 0.907 Validation Loss: 0.28586915 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05001323 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17361152 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09966913 ---Validation accuracy:--- 0.954 Validation Loss: 0.16278628 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021964148 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15465869 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10361948 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16435382 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016265983 ---Validation accuracy:--- 0.957 Validation Loss: 0.14394122 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06607068 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15300591 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.053619396 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15682258 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06550987 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18916054 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07490137 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1724603 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15584841 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16275151 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09683997 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16085574 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14121142 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18248461 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0808179 ---Validation accuracy:--- 0.949 Validation Loss: 0.16963726 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05559146 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17253529 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13010177 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17661957 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.071522206 ---Validation accuracy:--- 0.958 Validation Loss: 0.1540317 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15384893 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20055166 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091359064 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15709482 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10050753 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17728224 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08586744 ---Validation accuracy:--- 0.954 Validation Loss: 0.16248399 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1068511 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17944087 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1614688 ---Validation accuracy:--- 0.955 Validation Loss: 0.16390246 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.037781633 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1560531 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034913525 ---Validation accuracy:--- 0.9568 Validation Loss: 0.160355 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057562992 ---Validation accuracy:--- 0.957 Validation Loss: 0.15683216 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.122954674 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19014423 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06804079 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1665135 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075978115 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1514365 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08163544 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16400842 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05734177 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16917953 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20355769 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14530095 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10886649 ---Validation accuracy:--- 0.956 Validation Loss: 0.16110435 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09632225 ---Validation accuracy:--- 0.949 Validation Loss: 0.18328844 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07490623 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16024722 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08243425 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15462387 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06301349 ---Validation accuracy:--- 0.957 Validation Loss: 0.15404123 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022611506 ---Validation accuracy:--- 0.959 Validation Loss: 0.14938393 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05820863 ---Validation accuracy:--- 0.959 Validation Loss: 0.15249997 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13748965 ---Validation accuracy:--- 0.9566 Validation Loss: 0.17054553 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.073326156 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1547206 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05611227 ---Validation accuracy:--- 0.9602 Validation Loss: 0.15460068 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.085753314 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14117225 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18385144 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19691567 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07005161 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15107156 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0814963 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1488649 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0520979 ---Validation accuracy:--- 0.959 Validation Loss: 0.14835662 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04241693 ---Validation accuracy:--- 0.96 Validation Loss: 0.14463623 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056356803 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14798084 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07815359 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16186328 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06632578 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14146455 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14783432 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17657124 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.053146277 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1595724 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07292049 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15338282 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15513419 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20653547 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039701935 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14102875 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021899205 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14459036 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.049230047 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16351807 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030624656 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14046028 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083021745 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1773415 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15232526 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15782273 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.083252124 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20757353 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21601188 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16528928 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.096662596 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1524527 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034220662 ---Validation accuracy:--- 0.952 Validation Loss: 0.16719146 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0408167 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16521747 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12096559 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16580479 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15225191 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18958068 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17802373 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19209678 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13223512 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15185764 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05603003 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15436545 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08049655 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15933254 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10781338 ---Validation accuracy:--- 0.956 Validation Loss: 0.15484948 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.033216596 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15091601 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09550911 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15360534 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10106577 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14888914 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047021054 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14718334 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08946726 ---Validation accuracy:--- 0.956 Validation Loss: 0.1570888 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024654122 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15855747 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19982052 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22708337 Epoch: 2 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Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07180633 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16586602 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03787639 ---Validation accuracy:--- 0.9602 Validation Loss: 0.151653 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15776959 ---Validation accuracy:--- 0.953 Validation Loss: 0.16373767 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.055367537 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14682947 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08232858 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15090916 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024345126 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13763468 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061748993 ---Validation accuracy:--- 0.958 Validation Loss: 0.14407775 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08562494 ---Validation accuracy:--- 0.957 Validation Loss: 0.1598854 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08469783 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14214303 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06593987 ---Validation accuracy:--- 0.958 Validation Loss: 0.14408304 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06220262 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13826604 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04184299 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13478662 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07323 ---Validation accuracy:--- 0.96 Validation Loss: 0.13921075 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08510185 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1795033 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08561416 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19079375 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064176776 ---Validation accuracy:--- 0.959 Validation Loss: 0.14911106 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13014178 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15310171 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1282756 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14055118 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06254547 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15314144 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024232607 ---Validation accuracy:--- 0.958 Validation Loss: 0.14254479 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08660382 ---Validation accuracy:--- 0.962 Validation Loss: 0.13644454 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07762789 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14179742 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07335711 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13738659 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033789203 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13544388 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.027780203 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13598579 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07917674 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14632104 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.055090263 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17710826 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.111157395 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16006635 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08213799 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1403832 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14503117 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15453425 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.076259516 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14682658 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020966839 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14305682 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0970269 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14384143 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016597282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1476594 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03432203 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16959605 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04383853 ---Validation accuracy:--- 0.957 Validation Loss: 0.14295164 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023412876 ---Validation accuracy:--- 0.956 Validation Loss: 0.14799671 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058103886 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1780687 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039985277 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17266329 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014298629 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15117845 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081018046 ---Validation accuracy:--- 0.958 Validation Loss: 0.13718061 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04090955 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14171088 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11055346 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22090928 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05069026 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16687612 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08901065 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22619903 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1406994 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18351139 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06779745 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17560261 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05006485 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17372304 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12926453 ---Validation accuracy:--- 0.954 Validation Loss: 0.16322431 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062266532 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1701932 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.085202195 ---Validation accuracy:--- 0.955 Validation Loss: 0.16557905 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13688768 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19597632 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0703051 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15063176 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09663978 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14998047 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036971282 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14919196 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09800748 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16168797 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01896523 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15234198 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028513884 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15136933 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0900681 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1500526 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060850076 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18972729 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08138326 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1525825 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07885408 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15204221 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034058772 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16043347 Epoch: 2 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0.14209983 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.034095135 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1494062 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.035243668 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16053863 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0141139375 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15206362 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063892886 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15473452 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017757183 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1666566 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15611538 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14864206 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056518316 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14681685 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.069966294 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15041934 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08897051 ---Validation accuracy:--- 0.928 Validation Loss: 0.24460103 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09035301 ---Validation accuracy:--- 0.954 Validation Loss: 0.16558735 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037967276 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17667629 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.068657525 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15649857 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07780227 ---Validation accuracy:--- 0.959 Validation Loss: 0.14612417 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05975388 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15313847 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05021267 ---Validation accuracy:--- 0.9586 Validation Loss: 0.148151 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03139911 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14941795 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114119865 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14662622 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14423321 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14798713 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028918376 ---Validation accuracy:--- 0.961 Validation Loss: 0.1402248 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12090267 ---Validation accuracy:--- 0.9614 Validation Loss: 0.134897 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028086884 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15227494 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01905112 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13770188 Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19935328 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16900039 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08230866 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0.053686272 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14119266 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07260401 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13823144 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05449917 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1797452 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036200706 ---Validation accuracy:--- 0.954 Validation Loss: 0.15575325 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061017703 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15754072 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.099873856 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15962337 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020001309 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15835728 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06838415 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15446915 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089954235 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15682095 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052747387 ---Validation accuracy:--- 0.96 Validation Loss: 0.1345374 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014038858 ---Validation accuracy:--- 0.959 Validation Loss: 0.13818553 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.040455703 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15252744 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.031284492 ---Validation accuracy:--- 0.958 Validation Loss: 0.1458143 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034491222 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15422414 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02732237 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15563385 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028151875 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1562854 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06896505 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14617127 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029173022 ---Validation accuracy:--- 0.957 Validation Loss: 0.1556492 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24305896 ---Validation accuracy:--- 0.949 Validation Loss: 0.17436016 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12289004 ---Validation accuracy:--- 0.9106 Validation Loss: 0.28368106 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044989042 ---Validation accuracy:--- 0.957 Validation Loss: 0.15264592 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09229198 ---Validation accuracy:--- 0.947 Validation Loss: 0.18070534 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06673317 ---Validation accuracy:--- 0.955 Validation Loss: 0.16044562 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022965923 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1498439 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033966865 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14834549 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028810907 ---Validation accuracy:--- 0.963 Validation Loss: 0.13631387 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018223194 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14861001 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.045845985 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15482925 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021501862 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15601915 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026068186 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15081716 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10757268 ---Validation accuracy:--- 0.9428 Validation Loss: 0.211728 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10765226 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16153798 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.058841567 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16120741 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030328756 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14260074 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11982733 ---Validation accuracy:--- 0.955 Validation Loss: 0.16511358 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06748849 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15224582 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10019933 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14015752 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04758772 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13957213 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114706345 ---Validation accuracy:--- 0.959 Validation Loss: 0.14310347 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038312122 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18972795 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05748328 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17675035 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027093481 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14086565 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052175008 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14972474 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04232068 ---Validation accuracy:--- 0.9588 Validation Loss: 0.145512 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047924347 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14762646 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017298853 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14407486 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061711382 ---Validation accuracy:--- 0.96 Validation Loss: 0.1370613 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046285104 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13167448 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12321691 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1476988 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01708429 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13766816 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04028898 ---Validation accuracy:--- 0.961 Validation Loss: 0.13742311 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.033305787 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15260242 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07254011 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14189507 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02990616 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14278503 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.095803775 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14571646 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037831735 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14046094 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14580463 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14673267 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019129373 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13488314 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016119065 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13587151 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03293082 ---Validation accuracy:--- 0.959 Validation Loss: 0.13870624 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021904206 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13719839 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07496163 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13404332 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020958295 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1349941 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029097933 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14538431 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18356441 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14622393 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0381485 ---Validation accuracy:--- 0.958 Validation Loss: 0.14257517 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050901517 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14532708 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068755704 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13827538 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04356377 ---Validation accuracy:--- 0.951 Validation Loss: 0.16888769 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044138364 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17571181 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.074432775 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14461662 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008945562 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13374507 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02477879 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14506458 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06643919 ---Validation accuracy:--- 0.956 Validation Loss: 0.15965147 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08472075 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17032844 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04449877 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15695783 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030333411 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15652145 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046927355 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14894275 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015285564 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13627551 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.05665268 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15743917 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024998996 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15887299 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.039560582 ---Validation accuracy:--- 0.956 Validation Loss: 0.15195142 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0658918 ---Validation accuracy:--- 0.959 Validation Loss: 0.13896836 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13559557 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13970737 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019162038 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14383373 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.085866354 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14484185 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022845244 ---Validation accuracy:--- 0.9606 Validation Loss: 0.1381867 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014788836 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14055201 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025613317 ---Validation accuracy:--- 0.964 Validation Loss: 0.13076887 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.073083125 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14234436 Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2770142 ---Validation accuracy:--- 0.9078 Validation Loss: 0.28135973 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11801703 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26050043 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04932296 ---Validation accuracy:--- 0.931 Validation Loss: 0.21006787 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13368338 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17497034 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08121715 ---Validation accuracy:--- 0.946 Validation Loss: 0.1851656 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07237748 ---Validation accuracy:--- 0.946 Validation Loss: 0.18092202 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012242615 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13838911 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06405631 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13244861 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.102758236 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13332208 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07770118 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17566283 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05279495 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1287924 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11102536 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13122015 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028108506 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12800111 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030195625 ---Validation accuracy:--- 0.962 Validation Loss: 0.13251562 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05481461 ---Validation accuracy:--- 0.965 Validation Loss: 0.12433296 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07319553 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13998552 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016021004 ---Validation accuracy:--- 0.953 Validation Loss: 0.15518819 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029120684 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12849192 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13012455 ---Validation accuracy:--- 0.963 Validation Loss: 0.13384053 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.041083425 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1277251 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11598031 ---Validation accuracy:--- 0.953 Validation Loss: 0.15231186 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.039876264 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15000099 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20166378 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21624297 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10778024 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15300845 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07201243 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14208403 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023463342 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14846653 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057939786 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13836445 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05420455 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14247744 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0706522 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14344062 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.068261586 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14027026 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061490554 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13359499 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039830755 ---Validation accuracy:--- 0.958 Validation Loss: 0.13794596 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036048196 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14571345 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07320857 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13845582 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044261884 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12539841 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.105371684 ---Validation accuracy:--- 0.957 Validation Loss: 0.14797962 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05567149 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1368767 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013520067 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13727647 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06528273 ---Validation accuracy:--- 0.961 Validation Loss: 0.13140136 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.037172988 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16397269 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039811358 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13251819 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.035928298 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15090032 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043813974 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16082814 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013674879 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14184716 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045479428 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14565864 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07906787 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13188325 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14687967 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1292842 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.056084014 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14414695 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010930228 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12935284 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.041234013 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12547395 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054632396 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13078064 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19244033 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18335266 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07142139 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15510027 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05142651 ---Validation accuracy:--- 0.959 Validation Loss: 0.1427859 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06490569 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14139073 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.065479115 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13617444 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019175062 ---Validation accuracy:--- 0.961 Validation Loss: 0.13365737 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056122888 ---Validation accuracy:--- 0.959 Validation Loss: 0.13348599 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015975112 ---Validation accuracy:--- 0.9572 Validation Loss: 0.13963103 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010354102 ---Validation accuracy:--- 0.9574 Validation Loss: 0.13978623 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01968861 ---Validation accuracy:--- 0.96 Validation Loss: 0.13475786 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11689449 ---Validation accuracy:--- 0.9618 Validation Loss: 0.1367707 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.064007 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13372801 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063899 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15165478 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10353175 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13977244 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0791507 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16432558 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0790448 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15792894 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05757373 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16471167 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026441984 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12898366 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027274659 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14443879 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015732234 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14741306 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0966604 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15419167 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032098282 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18606341 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09729749 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1534155 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07449461 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12626214 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2064647 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17777292 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12544477 ---Validation accuracy:--- 0.958 Validation Loss: 0.15439744 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029452644 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13453972 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.109089576 ---Validation accuracy:--- 0.943 Validation Loss: 0.19498864 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06404594 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15462542 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04132259 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1456239 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0858189 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14139281 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16222113 ---Validation accuracy:--- 0.957 Validation Loss: 0.14911053 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07785407 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13197199 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02803873 ---Validation accuracy:--- 0.962 Validation Loss: 0.1326769 Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.18739264 ---Validation accuracy:--- 0.962 Validation Loss: 0.13548131 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06177286 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13492498 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17136694 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12966166 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045827836 ---Validation accuracy:--- 0.964 Validation Loss: 0.12906645 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.072905675 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12898782 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114171006 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1293595 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059653755 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13188772 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05606026 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1434598 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091709994 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13932899 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.120502494 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14565806 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06806171 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15980463 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11280782 ---Validation accuracy:--- 0.949 Validation Loss: 0.16752528 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12206343 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14380953 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02183916 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13982077 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.041059148 ---Validation accuracy:--- 0.96 Validation Loss: 0.13841856 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09565412 ---Validation accuracy:--- 0.9598 Validation Loss: 0.15143599 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022873063 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14678733 Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1633695 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12821785 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11451168 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16258027 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.03710662 ---Validation accuracy:--- 0.962 Validation Loss: 0.13709992 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029013786 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14253189 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07731534 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14671111 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06448641 ---Validation accuracy:--- 0.966 Validation Loss: 0.12364526 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02289906 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12974931 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08835731 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12259968 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028776132 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13460979 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12737602 ---Validation accuracy:--- 0.961 Validation Loss: 0.14236683 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013599027 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14024448 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038393583 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13368203 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04949212 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13515227 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050545063 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12538002 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022198722 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14115329 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052030835 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13094838 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07466711 ---Validation accuracy:--- 0.9634 Validation Loss: 0.123639196 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092387564 ---Validation accuracy:--- 0.9622 Validation Loss: 0.124609984 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080728225 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12756236 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09713224 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13154575 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039590374 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14258282 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1299512 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13173927 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06606588 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1366092 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030926485 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1385948 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020553164 ---Validation accuracy:--- 0.958 Validation Loss: 0.13999288 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058578223 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1455967 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043932818 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13414685 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026227508 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13683484 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023470197 ---Validation accuracy:--- 0.962 Validation Loss: 0.1300679 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084422216 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1442155 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039409462 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15191181 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07524841 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1404266 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014716458 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13332567 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038214754 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14234164 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06784804 ---Validation accuracy:--- 0.961 Validation Loss: 0.13890773 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0952718 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13738778 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0320112 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15041919 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07756997 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13699977 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06305055 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14928447 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0340198 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15169187 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.098358706 ---Validation accuracy:--- 0.957 Validation Loss: 0.15649295 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01932161 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14235549 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06301174 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13283427 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07196187 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12991019 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10977507 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13149536 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012826938 ---Validation accuracy:--- 0.963 Validation Loss: 0.1307557 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059472624 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13134119 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05175128 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13365063 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009603369 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13227442 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048267707 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12485515 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026195988 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12334961 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.079481356 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12644783 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03075017 ---Validation accuracy:--- 0.962 Validation Loss: 0.12714697 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061050557 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14479415 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04747695 ---Validation accuracy:--- 0.9604 Validation Loss: 0.1331833 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0482597 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14390066 Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12339504 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1431803 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.093877666 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1371156 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062258158 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14592962 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019772269 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13096558 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.056361027 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12643245 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02017821 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13138644 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043549538 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13118035 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01815014 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13156696 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034594957 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13772568 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043008815 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13341747 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09915579 ---Validation accuracy:--- 0.954 Validation Loss: 0.1651625 Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12066636 ---Validation accuracy:--- 0.9604 Validation Loss: 0.1360513 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.050459966 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13262007 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022752505 ---Validation accuracy:--- 0.96 Validation Loss: 0.13537984 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09422192 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12772894 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027153779 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13770014 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08818653 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16113988 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036278963 ---Validation accuracy:--- 0.957 Validation Loss: 0.15093856 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036295913 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15093723 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034676574 ---Validation accuracy:--- 0.9592 Validation Loss: 0.1404516 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091353655 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15268452 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021882528 ---Validation accuracy:--- 0.955 Validation Loss: 0.14834961 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047368422 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1618621 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08285152 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14339443 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017284658 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12679102 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057646755 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13031824 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018751407 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13507739 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07848928 ---Validation accuracy:--- 0.9598 Validation Loss: 0.12929334 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04233916 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12749656 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01054284 ---Validation accuracy:--- 0.962 Validation Loss: 0.12740931 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0914365 ---Validation accuracy:--- 0.963 Validation Loss: 0.13305557 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038425624 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13168623 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05479097 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16548067 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.066029 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13886963 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104251854 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14468285 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04428465 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13942914 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059689097 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13741066 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111332 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15911567 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04267892 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14993052 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040353585 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15004511 Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.085186936 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13599959 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033958897 ---Validation accuracy:--- 0.962 Validation Loss: 0.13191475 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.060484473 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13785605 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05427743 ---Validation accuracy:--- 0.959 Validation Loss: 0.1386099 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026774874 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14528324 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031704407 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13836008 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11861549 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16089316 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011373853 ---Validation accuracy:--- 0.961 Validation Loss: 0.13494633 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04193655 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13091545 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018074905 ---Validation accuracy:--- 0.9632 Validation Loss: 0.124511294 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.03755459 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1301947 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09055396 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12914756 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017861841 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12707101 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064123 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13631935 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05254103 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14224443 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17539054 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15482076 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.056884643 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13804941 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034724332 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13153803 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07167353 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1262559 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07787469 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1262487 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07325874 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12688747 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.070500925 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13684556 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06619978 ---Validation accuracy:--- 0.9618 Validation Loss: 0.1395844 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07492869 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12442058 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02239551 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1311432 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026207896 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1305719 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025549658 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13507342 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09723184 ---Validation accuracy:--- 0.964 Validation Loss: 0.13030633 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03779567 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12688367 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046343036 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13137193 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052617226 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12743846 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020401526 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12830397 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08022544 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12899539 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010838484 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14458017 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1397733 ---Validation accuracy:--- 0.96 Validation Loss: 0.14088327 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.048441134 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13199106 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06884677 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13809969 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0924228 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13606057 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010100331 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12526053 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04533035 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12389548 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03339037 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12774815 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03125875 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14584588 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089189075 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15510747 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.067090936 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15335171 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04406868 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15057307 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05768404 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16148831 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052650884 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1537408 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030233411 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13333869 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09540899 ---Validation accuracy:--- 0.96 Validation Loss: 0.13405266 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026827022 ---Validation accuracy:--- 0.962 Validation Loss: 0.13335845 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016989 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12942547 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12192474 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15188581 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06099355 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17000313 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12644804 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17417608 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.049701985 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16837166 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.064188235 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15061514 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039819628 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15550137 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038353648 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1587554 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04863503 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18411136 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18359189 ---Validation accuracy:--- 0.9236 Validation Loss: 0.31141528 Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3074779 ---Validation accuracy:--- 0.8664 Validation Loss: 0.56924766 Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38084412 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4953961 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18918444 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19986957 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.042610064 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15102305 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0851669 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15425645 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06567216 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1339433 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06312683 ---Validation accuracy:--- 0.956 Validation Loss: 0.15581237 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034442954 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16319145 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074487105 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17103302 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1088921 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17518604 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11732923 ---Validation accuracy:--- 0.957 Validation Loss: 0.14959283 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027149834 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14502692 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046846665 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1516491 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027127238 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14680512 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03643361 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17155203 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05705331 ---Validation accuracy:--- 0.955 Validation Loss: 0.16074364 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.063338555 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15555087 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022043623 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17065594 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025765112 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14952359 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016832551 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14698574 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0103795715 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1506081 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.057646494 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13727084 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07612473 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13107671 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020926706 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15342976 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049615387 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13524461 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04271565 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14203534 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.083089225 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17108792 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10215488 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13986062 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033041816 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13927716 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06430377 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1285546 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057416745 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13553055 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18065032 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2371918 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20195164 ---Validation accuracy:--- 0.944 Validation Loss: 0.18496838 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08439742 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17226034 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052965757 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17311083 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091938876 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15171611 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032423936 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14622541 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038247395 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16396761 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.061611306 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14336458 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.085830554 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13237658 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09948809 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1542917 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09074007 ---Validation accuracy:--- 0.9414 Validation Loss: 0.200545 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07401082 ---Validation accuracy:--- 0.957 Validation Loss: 0.15463394 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06203567 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13797076 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07219731 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13277154 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.068233036 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13091394 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0911702 ---Validation accuracy:--- 0.959 Validation Loss: 0.14403076 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09870185 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16725247 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07394393 ---Validation accuracy:--- 0.96 Validation Loss: 0.14430362 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04806941 ---Validation accuracy:--- 0.956 Validation Loss: 0.15588008 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052877456 ---Validation accuracy:--- 0.962 Validation Loss: 0.1361531 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05724474 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13641347 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04819173 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13199374 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07357908 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12921754 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017872518 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13017769 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04444311 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13376182 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019688519 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13008478 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05929501 ---Validation accuracy:--- 0.956 Validation Loss: 0.16516373 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062318753 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13653289 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038960434 ---Validation accuracy:--- 0.964 Validation Loss: 0.13256362 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021404631 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14785318 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05209419 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1410321 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030591154 ---Validation accuracy:--- 0.962 Validation Loss: 0.13582346 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.071689084 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14152046 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051543605 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13196364 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015905885 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13885042 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036523566 ---Validation accuracy:--- 0.9622 Validation Loss: 0.135409 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045063287 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18861204 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062053975 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14081064 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12201034 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20319316 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025774607 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15126742 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084209174 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14694756 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014461981 ---Validation accuracy:--- 0.9636 Validation Loss: 0.14115827 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027576067 ---Validation accuracy:--- 0.9616 Validation Loss: 0.15315166 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.094013445 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1592985 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019115549 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16165482 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08916249 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1522198 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07552092 ---Validation accuracy:--- 0.961 Validation Loss: 0.13694684 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035726115 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14299136 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043778844 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14560238 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050004028 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20128709 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021317884 ---Validation accuracy:--- 0.959 Validation Loss: 0.14311673 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045047894 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13595982 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025257554 ---Validation accuracy:--- 0.959 Validation Loss: 0.1420794 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027995713 ---Validation accuracy:--- 0.956 Validation Loss: 0.15562057 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010667362 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14989297 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05068989 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14509358 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0440923 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15193148 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09449818 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14787883 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008895047 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14008024 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013162962 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13868621 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054350186 ---Validation accuracy:--- 0.959 Validation Loss: 0.14301689 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.068148725 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14193292 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021978512 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16951972 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09748163 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1630583 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.040755197 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14416909 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05062314 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15364996 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009690431 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14677356 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.055452734 ---Validation accuracy:--- 0.952 Validation Loss: 0.1720173 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07277471 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14116202 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03883389 ---Validation accuracy:--- 0.959 Validation Loss: 0.14601852 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1702163 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1717454 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.037674304 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14895251 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054666594 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13558753 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021855142 ---Validation accuracy:--- 0.961 Validation Loss: 0.13390732 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027261306 ---Validation accuracy:--- 0.961 Validation Loss: 0.13168335 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044416834 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13494289 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.081545345 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13796939 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.083465606 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13128646 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057633266 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13446279 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015163558 ---Validation accuracy:--- 0.963 Validation Loss: 0.12967096 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019689092 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13323233 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06676907 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14659156 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0282243 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14495039 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05571765 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15953021 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017542243 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13684605 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05101745 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12819356 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043056227 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12836082 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016556358 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1291445 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043653715 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13298976 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0524277 ---Validation accuracy:--- 0.956 Validation Loss: 0.1444571 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102783985 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12405776 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089728765 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13389526 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14096193 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14505649 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014605928 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13406342 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025000557 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12371345 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12004349 ---Validation accuracy:--- 0.9652 Validation Loss: 0.124732815 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.116350085 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1198344 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027286548 ---Validation accuracy:--- 0.965 Validation Loss: 0.12014988 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07242319 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11975623 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018808184 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114644565 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.042936746 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11842063 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022359217 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11676089 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040587015 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13138445 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029977288 ---Validation accuracy:--- 0.965 Validation Loss: 0.12426741 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.048233576 ---Validation accuracy:--- 0.963 Validation Loss: 0.12950495 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059688654 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13856134 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.100221604 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12094999 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039470956 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12757993 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.050852966 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12276757 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036435813 ---Validation accuracy:--- 0.965 Validation Loss: 0.123262145 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040633764 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12156243 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.107957914 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11731418 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076110356 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15186587 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07420473 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12788767 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06360533 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12933895 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029343508 ---Validation accuracy:--- 0.9584 Validation Loss: 0.13886467 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010567787 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12832956 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01810708 ---Validation accuracy:--- 0.9638 Validation Loss: 0.124906264 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08133109 ---Validation accuracy:--- 0.962 Validation Loss: 0.13442943 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09995928 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13404773 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.078125745 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12983951 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05143838 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16508542 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022130275 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13908157 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028321207 ---Validation accuracy:--- 0.961 Validation Loss: 0.14454372 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057960924 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19296648 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.078112274 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15860227 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04999174 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15985002 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014254348 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1420184 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01816889 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1483247 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020628609 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1579493 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009105394 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14333157 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020070754 ---Validation accuracy:--- 0.963 Validation Loss: 0.13854061 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008595272 ---Validation accuracy:--- 0.963 Validation Loss: 0.13617747 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00842312 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13613696 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10492545 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18487947 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072245464 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17654942 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022074273 ---Validation accuracy:--- 0.96 Validation Loss: 0.14955693 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043717574 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13846739 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.031960264 ---Validation accuracy:--- 0.9666 Validation Loss: 0.13072285 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011573469 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13514632 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019544097 ---Validation accuracy:--- 0.9664 Validation Loss: 0.1270109 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.051406454 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12576176 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016308725 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1725369 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05203147 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1621763 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037685867 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16044506 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08027462 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13606945 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035751443 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13439175 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027164223 ---Validation accuracy:--- 0.966 Validation Loss: 0.13114038 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10076533 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17175022 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1377707 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16382304 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121668 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17049046 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017445737 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15114516 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045830842 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12876165 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03371322 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12359608 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035742894 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13918903 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055898663 ---Validation accuracy:--- 0.963 Validation Loss: 0.13201734 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039746713 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14803988 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027406622 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12847097 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07553475 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13202083 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049472738 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15170644 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028528929 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14118221 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034921832 ---Validation accuracy:--- 0.96 Validation Loss: 0.14685622 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018141408 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1275258 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04501524 ---Validation accuracy:--- 0.9656 Validation Loss: 0.122843005 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011246145 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12666236 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09027195 ---Validation accuracy:--- 0.958 Validation Loss: 0.14471042 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10249994 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1453132 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01077397 ---Validation accuracy:--- 0.964 Validation Loss: 0.13567613 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026296252 ---Validation accuracy:--- 0.964 Validation Loss: 0.12664922 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.055461545 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13989754 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02014494 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13038181 Epoch: 3 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0.12874168 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11140208 ---Validation accuracy:--- 0.9598 Validation Loss: 0.15358964 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.041967764 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17124473 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09891537 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13545386 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01714006 ---Validation accuracy:--- 0.962 Validation Loss: 0.13773416 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038817517 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14907496 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08189657 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14274238 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07521546 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14533357 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05834981 ---Validation accuracy:--- 0.961 Validation Loss: 0.14138712 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12356821 ---Validation accuracy:--- 0.953 Validation Loss: 0.16877982 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015197461 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12984738 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011161907 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13416778 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07296311 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13677211 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102921866 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13055481 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.066938564 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13078147 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030059515 ---Validation accuracy:--- 0.967 Validation Loss: 0.1245525 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032036327 ---Validation 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0.032720316 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12766929 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02787437 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12401194 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030893387 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13028657 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060106486 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1278724 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016910585 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13112547 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043804627 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12795092 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12367113 ---Validation accuracy:--- 0.9656 Validation Loss: 0.13187754 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.042460393 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13651414 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012309952 ---Validation accuracy:--- 0.962 Validation Loss: 0.13810122 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06498596 ---Validation accuracy:--- 0.963 Validation Loss: 0.13616094 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016458577 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13962251 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03210015 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16380793 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041229237 ---Validation accuracy:--- 0.9596 Validation Loss: 0.15312852 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03476486 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14179659 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031383324 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13478145 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07427138 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15132505 Epoch: 3 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0.14442287 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0837422 ---Validation accuracy:--- 0.961 Validation Loss: 0.1399318 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03525704 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14043707 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02439728 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13415332 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025096899 ---Validation accuracy:--- 0.965 Validation Loss: 0.12675078 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08094428 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1356055 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089989446 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14196749 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03177558 ---Validation accuracy:--- 0.964 Validation Loss: 0.13097891 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037279114 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12618998 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017168736 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12961593 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08126957 ---Validation accuracy:--- 0.955 Validation Loss: 0.15470162 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046213716 ---Validation accuracy:--- 0.957 Validation Loss: 0.1508028 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13809188 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14252439 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07766155 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1420609 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039960764 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15655424 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08489517 ---Validation accuracy:--- 0.963 Validation Loss: 0.13870102 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02946856 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12438093 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031579755 ---Validation accuracy:--- 0.9592 Validation Loss: 0.1431211 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009079052 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13372041 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08515348 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13971023 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031166203 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12521875 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03529057 ---Validation accuracy:--- 0.963 Validation Loss: 0.13656712 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024820995 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13565667 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060546353 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13606192 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011983062 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12929526 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056125652 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13693844 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12270584 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12054927 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028900538 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13243607 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009539991 ---Validation accuracy:--- 0.968 Validation Loss: 0.120313376 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040154435 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13195777 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.031399973 ---Validation accuracy:--- 0.958 Validation Loss: 0.15511954 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028958311 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14578798 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15109596 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17092265 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12840174 ---Validation accuracy:--- 0.954 Validation Loss: 0.16483681 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017082766 ---Validation accuracy:--- 0.962 Validation Loss: 0.1450894 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01877574 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13690327 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020962484 ---Validation accuracy:--- 0.966 Validation Loss: 0.13039817 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04987519 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13199517 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013575681 ---Validation accuracy:--- 0.967 Validation Loss: 0.12605436 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02414257 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13057354 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013660268 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12491097 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.070833355 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1420562 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08418346 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14339274 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033707686 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15704888 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0745763 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1342002 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017169598 ---Validation accuracy:--- 0.966 Validation Loss: 0.12988697 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064172685 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12213657 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014438832 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12423303 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025773413 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12761553 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.043438826 ---Validation accuracy:--- 0.9628 Validation Loss: 0.124018006 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08640764 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12320648 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.058208052 ---Validation accuracy:--- 0.966 Validation Loss: 0.12367243 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046056204 ---Validation accuracy:--- 0.966 Validation Loss: 0.12492239 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06369668 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14088558 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050674543 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13560376 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054871667 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13464859 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09446824 ---Validation accuracy:--- 0.963 Validation Loss: 0.13666214 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029394858 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13494755 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013524346 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13613188 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01862095 ---Validation accuracy:--- 0.9628 Validation Loss: 0.146616 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07748312 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15719078 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07421448 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13405044 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.051692482 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12565827 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024038412 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13848105 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036280848 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16895618 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06087807 ---Validation accuracy:--- 0.957 Validation Loss: 0.15364748 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.044324234 ---Validation accuracy:--- 0.962 Validation Loss: 0.13929746 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029005218 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13953133 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018853845 ---Validation accuracy:--- 0.963 Validation Loss: 0.13121131 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.057533722 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17575464 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03684637 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15921597 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03377383 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accuracy:--- 0.99 Training Loss: 0.033012617 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13023606 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0134749785 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12968723 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08891586 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13065165 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06779729 ---Validation accuracy:--- 0.9646 Validation Loss: 0.133544 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14666349 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12924294 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08670709 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14502093 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044207845 ---Validation accuracy:--- 0.957 Validation Loss: 0.13849592 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08017844 ---Validation accuracy:--- 0.963 Validation Loss: 0.1326126 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089589626 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12876403 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022093354 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12170825 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.072737664 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12331027 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.061782263 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13943383 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1340684 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15186216 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.114892274 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15502831 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06556051 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13096452 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038039282 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12631589 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050524063 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13494685 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024470551 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12229747 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048082504 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12121221 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012921874 ---Validation accuracy:--- 0.964 Validation Loss: 0.120476194 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024429522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1479738 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052122667 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14605588 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1561071 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16262504 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015880369 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12789254 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038902305 ---Validation accuracy:--- 0.966 Validation Loss: 0.12776983 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09013155 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16282889 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03286994 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15082905 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0152152805 ---Validation accuracy:--- 0.958 Validation Loss: 0.15378386 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021231208 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13594295 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07844759 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1414307 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009540086 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14781104 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050115842 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Loss: 0.025876112 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13554125 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1472401 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18549137 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06672513 ---Validation accuracy:--- 0.9604 Validation Loss: 0.131485 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029767115 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12962216 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04123896 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12513871 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06519498 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12896155 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014126997 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14457777 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040529963 ---Validation accuracy:--- 0.963 Validation Loss: 0.13362508 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.022690311 ---Validation accuracy:--- 0.962 Validation Loss: 0.1297264 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.018263848 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13918383 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039186496 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13309756 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013721429 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13883607 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036879048 ---Validation accuracy:--- 0.963 Validation Loss: 0.1414617 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.053875044 ---Validation accuracy:--- 0.961 Validation Loss: 0.13796817 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01372806 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14840871 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029761802 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1368948 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052428674 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15619603 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11725268 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17382191 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04031726 ---Validation accuracy:--- 0.954 Validation Loss: 0.16833742 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05723469 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15299809 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053148795 ---Validation accuracy:--- 0.953 Validation Loss: 0.17572874 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048990175 ---Validation accuracy:--- 0.965 Validation Loss: 0.12501718 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09949651 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12254656 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012936757 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12571639 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039805766 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1380488 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.062838934 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1374166 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04392142 ---Validation accuracy:--- 0.964 Validation Loss: 0.13067184 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02336446 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13133533 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026963282 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12672524 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07590271 ---Validation accuracy:--- 0.9678 Validation Loss: 0.122127004 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039377343 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14412063 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021993961 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13865606 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040197086 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13049038 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.090128556 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12371249 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03978114 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12269934 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0831342 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12038047 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021309767 ---Validation accuracy:--- 0.969 Validation Loss: 0.11805842 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0137394285 ---Validation accuracy:--- 0.967 Validation Loss: 0.12013665 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021045398 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11682976 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08693869 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11972776 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05858479 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1264683 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046850342 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12919934 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.047858607 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11978972 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0210179 ---Validation accuracy:--- 0.968 Validation Loss: 0.119683005 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032652196 ---Validation accuracy:--- 0.966 Validation Loss: 0.12596858 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02589575 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11704551 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024523795 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12103556 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015032185 ---Validation accuracy:--- 0.968 Validation Loss: 0.1199896 Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17548856 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2614096 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07652336 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15908773 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07375582 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15110405 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050025415 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13376905 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.055041265 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12780888 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11156661 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13029048 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.047294807 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1351896 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031899124 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12923396 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01887523 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12394514 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028995775 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12594573 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021861887 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11902897 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03533459 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1166883 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033895083 ---Validation accuracy:--- 0.961 Validation Loss: 0.13968572 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.037651442 ---Validation accuracy:--- 0.966 Validation Loss: 0.12570699 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05516933 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12619357 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18038967 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15158895 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11156467 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13457377 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046510953 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14096133 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031498726 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14282991 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08813732 ---Validation accuracy:--- 0.966 Validation Loss: 0.12349337 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.040276308 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13001023 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01464113 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12194171 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02186734 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12049602 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1340062 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11964364 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014961188 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11683316 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07638802 ---Validation accuracy:--- 0.9686 Validation Loss: 0.115894265 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03823582 ---Validation accuracy:--- 0.97 Validation Loss: 0.114511035 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020197764 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12055543 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027506486 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11747872 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026559878 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11906836 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026729032 ---Validation accuracy:--- 0.9662 Validation Loss: 0.120022535 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01757272 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12019664 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010969957 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11659602 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025035806 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12017572 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026831446 ---Validation accuracy:--- 0.9594 Validation Loss: 0.1421177 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020641165 ---Validation accuracy:--- 0.965 Validation Loss: 0.12678343 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035218295 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12911111 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034896616 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12440678 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026869163 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13504975 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06582412 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12368545 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089209005 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12824334 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010362137 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12006279 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08133892 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12622586 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.079432115 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13533843 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029146723 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17782566 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045643102 ---Validation accuracy:--- 0.962 Validation Loss: 0.14423156 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13668072 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13637702 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019243311 ---Validation accuracy:--- 0.962 Validation Loss: 0.13478057 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030047212 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12251509 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036366172 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13729303 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0366403 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16096227 Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.0841996 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15012032 Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10680017 ---Validation accuracy:--- 0.963 Validation Loss: 0.12877099 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07073872 ---Validation accuracy:--- 0.962 Validation Loss: 0.13268474 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06594504 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1367485 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08968496 ---Validation accuracy:--- 0.965 Validation Loss: 0.11867028 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016441356 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11623721 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08383669 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12747663 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012799764 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13326167 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13370536 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13304073 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.054699767 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12752989 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060988873 ---Validation accuracy:--- 0.958 Validation Loss: 0.15224177 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024547823 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15149179 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06130397 ---Validation accuracy:--- 0.961 Validation Loss: 0.14158688 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022543777 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13356555 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07521308 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14246228 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016334895 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12623982 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022642389 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12434994 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027763503 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13848698 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10670202 ---Validation accuracy:--- 0.949 Validation Loss: 0.18179956 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07331568 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13979305 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046947613 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13726878 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032296687 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12942317 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055473175 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13683462 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07115402 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12898332 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0145883225 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12633337 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059388366 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1488199 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.111465834 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13015258 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061232366 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12227594 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0257695 ---Validation accuracy:--- 0.965 Validation Loss: 0.12230394 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011103535 ---Validation accuracy:--- 0.965 Validation Loss: 0.121605136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015783891 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1215156 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08752849 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15887447 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057061896 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13316342 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061711196 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13976346 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046910774 ---Validation accuracy:--- 0.962 Validation Loss: 0.13605961 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049654163 ---Validation accuracy:--- 0.9634 Validation Loss: 0.124517605 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075097643 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12514526 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07184097 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13086623 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029172704 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13270552 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030082194 ---Validation accuracy:--- 0.961 Validation Loss: 0.14242597 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03141026 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13122596 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029057045 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12366372 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034198646 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12001481 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015482213 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1218356 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06662462 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12293716 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04354623 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14385511 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038091905 ---Validation accuracy:--- 0.962 Validation Loss: 0.12632565 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.043891415 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12704612 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013183924 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12450124 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023742666 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13114177 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05033246 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13630281 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038095206 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13131085 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070504 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12920797 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016948137 ---Validation accuracy:--- 0.964 Validation Loss: 0.12398707 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028392758 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12354004 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02544403 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12875806 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056900587 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12990192 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09051043 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12736519 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011185126 ---Validation accuracy:--- 0.965 Validation Loss: 0.12483711 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06569587 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1287683 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1052616 ---Validation accuracy:--- 0.952 Validation Loss: 0.17116134 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.073398426 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12238681 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044346288 ---Validation accuracy:--- 0.959 Validation Loss: 0.13477786 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05311816 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11482881 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03464872 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12418664 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045087572 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12466912 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05789343 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13733545 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03945812 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12287699 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02938023 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1269038 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015980039 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1296904 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05085868 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12997507 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045946084 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13422193 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020838352 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11831428 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.049102172 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11408509 Epoch: 4 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0.12189491 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010655629 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14536712 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029897414 ---Validation accuracy:--- 0.961 Validation Loss: 0.1429111 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028615894 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13414703 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0256777 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12302978 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057781185 ---Validation accuracy:--- 0.966 Validation Loss: 0.121099606 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016858054 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1282235 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056028098 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1411503 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016104713 ---Validation accuracy:--- 0.959 Validation Loss: 0.14475085 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06168907 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12839729 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024491157 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12949812 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1159762 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16052054 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025615465 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14496167 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035021856 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13420385 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06901127 ---Validation accuracy:--- 0.955 Validation Loss: 0.15511346 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020047246 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14066838 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009398761 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1351428 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12796073 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14141363 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028817868 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12859522 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03206827 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13730395 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023409773 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12971291 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04104353 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16155483 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06843033 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13724875 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027097719 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12940449 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07589369 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12836859 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023015484 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13592327 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017965822 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14063826 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02847724 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13935488 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02821135 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13719532 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039339047 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12541622 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057979245 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1208365 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03250853 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12369773 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007561469 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12138883 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06685771 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13428156 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057721343 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13262868 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035270378 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11372465 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04421825 ---Validation accuracy:--- 0.966 Validation Loss: 0.11698917 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037696544 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11967185 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.109258994 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1406193 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0119375335 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11641533 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014183939 ---Validation accuracy:--- 0.9656 Validation Loss: 0.112165295 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09029006 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18161464 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027439967 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12749003 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008900572 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12587479 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033344656 ---Validation accuracy:--- 0.964 Validation Loss: 0.123220004 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05434786 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12987007 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008794069 ---Validation accuracy:--- 0.963 Validation Loss: 0.12517868 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07711348 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11813213 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06180814 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117434375 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027994536 ---Validation accuracy:--- 0.9652 Validation Loss: 0.118674524 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017806442 ---Validation accuracy:--- 0.9664 Validation Loss: 0.112128444 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026057081 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11367167 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07575421 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15655486 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12706831 ---Validation accuracy:--- 0.963 Validation Loss: 0.12987766 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03017797 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12180998 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.071863584 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12144575 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09133812 ---Validation accuracy:--- 0.961 Validation Loss: 0.13309968 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04822446 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13462442 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0133897755 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14277221 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026010947 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12646845 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10753533 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1280906 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028980408 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12189107 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015118743 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12064424 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015728056 ---Validation accuracy:--- 0.9638 Validation Loss: 0.124257654 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.096377544 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12549804 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00738323 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14042579 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04816307 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12948911 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06688883 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11761952 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016914204 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12530147 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035946645 ---Validation accuracy:--- 0.968 Validation Loss: 0.11821642 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04322324 ---Validation accuracy:--- 0.9662 Validation Loss: 0.121616185 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092801124 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13920553 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05527443 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17037301 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04663495 ---Validation accuracy:--- 0.9602 Validation Loss: 0.15141799 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010463507 ---Validation accuracy:--- 0.962 Validation Loss: 0.13759148 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03408476 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13025825 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.110211916 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12990047 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058810547 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13126425 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035131503 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12676397 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024961665 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12848355 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038815904 ---Validation accuracy:--- 0.9624 Validation Loss: 0.136057 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034803413 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14275685 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0136166345 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1336821 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08346271 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16895196 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077080056 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12800719 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10410211 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14896156 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03832456 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13618925 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022125566 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12342251 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042529702 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11938448 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05899127 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12775432 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036737222 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1283798 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040664926 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12949674 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09254397 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12540235 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017154463 ---Validation accuracy:--- 0.967 Validation Loss: 0.118723534 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049629387 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11916055 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024434065 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1262747 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07024241 ---Validation accuracy:--- 0.965 Validation Loss: 0.12839304 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041540194 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12996769 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018534366 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12407386 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08831324 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12095225 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.058670986 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12690595 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007458897 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12541641 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021358496 ---Validation accuracy:--- 0.964 Validation Loss: 0.12861252 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011642002 ---Validation accuracy:--- 0.9642 Validation Loss: 0.121796705 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10993293 ---Validation accuracy:--- 0.9656 Validation Loss: 0.118409134 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014074669 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11627792 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011362373 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113866575 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008295858 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11602356 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10045517 ---Validation accuracy:--- 0.9646 Validation Loss: 0.124614015 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04116693 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11526367 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027068524 ---Validation accuracy:--- 0.9662 Validation Loss: 0.115094095 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011740344 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115764916 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042887434 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11036246 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05672814 ---Validation accuracy:--- 0.955 Validation Loss: 0.16424927 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074654706 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15122938 Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.6229059 ---Validation accuracy:--- 0.9304 Validation Loss: 0.3038627 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06143008 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16631506 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010657413 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15452032 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.041104745 ---Validation accuracy:--- 0.961 Validation Loss: 0.13431847 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060901996 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13433294 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019808443 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12882634 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020276632 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13299431 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13899592 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1270405 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04050989 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12992449 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041631535 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14035578 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02223609 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13375351 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.04481159 ---Validation accuracy:--- 0.964 Validation Loss: 0.12642442 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05224221 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12124922 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069968194 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12239978 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021500384 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12675594 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024559626 ---Validation accuracy:--- 0.964 Validation Loss: 0.1242563 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015635967 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12575123 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0306468 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13133211 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042303037 ---Validation accuracy:--- 0.965 Validation Loss: 0.116402835 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02336004 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11725986 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012930859 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11878966 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04330718 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12619397 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.017845504 ---Validation accuracy:--- 0.964 Validation Loss: 0.12167609 Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.114153005 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13789731 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.062079996 ---Validation accuracy:--- 0.9658 Validation Loss: 0.115495056 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019779706 ---Validation accuracy:--- 0.967 Validation Loss: 0.113806956 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017581686 ---Validation accuracy:--- 0.966 Validation Loss: 0.117838964 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011936685 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11766813 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00944713 ---Validation accuracy:--- 0.965 Validation Loss: 0.11760371 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021330971 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1153787 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.041085314 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12761314 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06909722 ---Validation accuracy:--- 0.9646 Validation Loss: 0.124274045 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0149826845 ---Validation accuracy:--- 0.962 Validation Loss: 0.14562178 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01539032 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12992583 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008804155 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1252488 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017919114 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12182715 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01684189 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12551725 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034927696 ---Validation accuracy:--- 0.964 Validation Loss: 0.12591484 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022998534 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12814458 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0174202 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11895178 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03308224 ---Validation accuracy:--- 0.9636 Validation Loss: 0.136371 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09760434 ---Validation accuracy:--- 0.9586 Validation Loss: 0.13971478 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05986863 ---Validation 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0.009332205 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12000293 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018682396 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1197199 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014208076 ---Validation accuracy:--- 0.9632 Validation Loss: 0.132372 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0047276914 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11443845 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044277392 ---Validation accuracy:--- 0.967 Validation Loss: 0.11347285 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031989746 ---Validation accuracy:--- 0.9664 Validation Loss: 0.114995375 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06049493 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12154125 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06701187 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12874518 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07955792 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1192605 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030161805 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1322718 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01602584 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13710293 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036168065 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12473245 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02346636 ---Validation accuracy:--- 0.963 Validation Loss: 0.122577526 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004180828 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13447742 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11771637 ---Validation accuracy:--- 0.963 Validation Loss: 0.12810847 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.020929538 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11780097 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.052868437 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13051933 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056412328 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14058512 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04711716 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12171829 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.078662135 ---Validation accuracy:--- 0.9658 Validation Loss: 0.116480455 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025894761 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12944935 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055012263 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12979919 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019989723 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1257548 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040495947 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12621348 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0484356 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13119814 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01907762 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1261413 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042758092 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12349722 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050642356 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13255233 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009687712 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13186534 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.064506024 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12434878 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048246592 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12980892 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018739711 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12438133 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022186866 ---Validation accuracy:--- 0.963 Validation Loss: 0.12049604 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038562745 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12704773 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007983433 ---Validation accuracy:--- 0.9646 Validation Loss: 0.121046215 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.060207874 ---Validation accuracy:--- 0.9202 Validation Loss: 0.20809814 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009290177 ---Validation accuracy:--- 0.966 Validation Loss: 0.118061766 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060107335 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11682192 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021703482 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12439766 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060468003 ---Validation accuracy:--- 0.964 Validation Loss: 0.12540263 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044460822 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13733211 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06823611 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14750881 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042935934 ---Validation accuracy:--- 0.9646 Validation Loss: 0.121796444 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028148131 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114804104 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032491583 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12111903 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012208696 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11324253 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026042735 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12242419 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007937831 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11555846 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06050132 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11874055 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009381464 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11919275 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016562395 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12239325 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036080994 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120703615 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16997568 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13405481 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06229752 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11478292 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021162204 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10845481 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.044001084 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1341665 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07023291 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12373163 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013939259 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13362685 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057724897 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1498475 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013514421 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14014038 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009544134 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12511663 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01630715 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11848739 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09871436 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11413877 Epoch: 4 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0.124189064 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027447548 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1251584 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022814155 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11974067 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015946914 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11853899 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022565817 ---Validation accuracy:--- 0.966 Validation Loss: 0.11899685 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009690518 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11953042 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07056877 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119739085 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028631553 ---Validation accuracy:--- 0.962 Validation Loss: 0.13225235 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018875929 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12032012 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011961285 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111043334 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0337589 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12083749 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041537274 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13464758 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033345774 ---Validation accuracy:--- 0.9656 Validation Loss: 0.121623755 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007656361 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11450606 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013982095 ---Validation accuracy:--- 0.968 Validation Loss: 0.116954714 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081690334 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13868406 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.098505706 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1266948 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07549003 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13134979 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008688728 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12262028 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.063762754 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13613321 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14737606 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12358872 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015505216 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11717247 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029832726 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11648936 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037435845 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12227849 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.048662413 ---Validation accuracy:--- 0.965 Validation Loss: 0.122695155 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.019730236 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12546827 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0173344 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13149695 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032908604 ---Validation accuracy:--- 0.953 Validation Loss: 0.16089971 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07394957 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13198918 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015437016 ---Validation accuracy:--- 0.963 Validation Loss: 0.12757395 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08870879 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1251097 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034929458 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1288105 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0143492855 ---Validation accuracy:--- 0.965 Validation Loss: 0.123276256 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07095588 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13343295 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034126975 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12505277 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06038308 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1219408 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009904174 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12708902 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013170693 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12609877 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012852578 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1430825 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.05880438 ---Validation accuracy:--- 0.959 Validation Loss: 0.15368178 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028295327 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17177063 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012095194 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15266147 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0517683 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15472527 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0809486 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16613421 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01984057 ---Validation accuracy:--- 0.9552 Validation Loss: 0.158799 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.02944448 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13131082 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04007412 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13701563 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07935186 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13584782 Epoch: 4 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0.13155565 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010034954 ---Validation accuracy:--- 0.9662 Validation Loss: 0.122612014 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08418934 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17789017 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.045540106 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16769126 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10286644 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20966838 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06522734 ---Validation accuracy:--- 0.955 Validation Loss: 0.16314888 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020149745 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14664313 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022811003 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12717248 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034003485 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12344524 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015237462 ---Validation accuracy:--- 0.963 Validation Loss: 0.1359383 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014142723 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1310026 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073225712 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12546563 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016793003 ---Validation accuracy:--- 0.964 Validation Loss: 0.13035877 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019665316 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13091853 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014199171 ---Validation accuracy:--- 0.963 Validation Loss: 0.1419332 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02497007 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14055203 Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31244922 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2533959 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.069270425 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13792484 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042478956 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1301485 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008467089 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12883681 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02918961 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13254924 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0083186375 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13636324 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032744955 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12854013 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.043328475 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13315049 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07109971 ---Validation accuracy:--- 0.963 Validation Loss: 0.12907325 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11899336 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13571115 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019066023 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13710347 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032159716 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12988278 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.044867273 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13734624 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04193393 ---Validation accuracy:--- 0.9638 Validation Loss: 0.14338948 Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.109429725 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14420654 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022630507 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12810656 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06738288 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12871215 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047809634 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13197856 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020234754 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1187312 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037078723 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1245355 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02447032 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11753635 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06255623 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14596522 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058551613 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11812119 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.023414768 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11979829 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.05097517 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13542564 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05535856 ---Validation accuracy:--- 0.963 Validation Loss: 0.1323324 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017313553 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12094047 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070607886 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1323337 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.048951138 ---Validation accuracy:--- 0.964 Validation Loss: 0.12267831 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040801898 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1314595 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018046709 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14795358 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010896351 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1439663 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013511109 ---Validation accuracy:--- 0.963 Validation Loss: 0.13791777 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021834617 ---Validation accuracy:--- 0.962 Validation Loss: 0.14146103 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034027204 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15104131 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.052941635 ---Validation accuracy:--- 0.951 Validation Loss: 0.1738768 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061204072 ---Validation accuracy:--- 0.951 Validation Loss: 0.18993609 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05710398 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14967954 Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11421606 ---Validation accuracy:--- 0.954 Validation Loss: 0.162401 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0070758187 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14075133 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01714088 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1361258 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010905025 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13670433 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009669379 ---Validation accuracy:--- 0.9662 Validation Loss: 0.125188 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10869718 ---Validation accuracy:--- 0.964 Validation Loss: 0.13136227 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049849294 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1381861 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05122893 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12861165 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0053502894 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11978834 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008149277 ---Validation accuracy:--- 0.966 Validation Loss: 0.1299194 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04946179 ---Validation accuracy:--- 0.9648 Validation Loss: 0.122779675 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05400487 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11642089 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.051053047 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12705436 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00906295 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12647593 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010984177 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12089766 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05643718 ---Validation accuracy:--- 0.964 Validation Loss: 0.12778375 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034717258 ---Validation accuracy:--- 0.9652 Validation Loss: 0.129951 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015569911 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13037056 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.091401815 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12175327 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12726435 ---Validation accuracy:--- 0.963 Validation Loss: 0.14328209 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07535755 ---Validation accuracy:--- 0.9682 Validation Loss: 0.120827295 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04178688 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12469272 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.03186831 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11784139 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010416224 ---Validation accuracy:--- 0.969 Validation Loss: 0.11514026 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024666648 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12127444 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013812089 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11622461 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039649464 ---Validation accuracy:--- 0.962 Validation Loss: 0.14426737 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063733743 ---Validation accuracy:--- 0.966 Validation Loss: 0.12332854 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013555676 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13890477 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009285875 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12963474 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049688168 ---Validation accuracy:--- 0.9668 Validation Loss: 0.122454 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013007888 ---Validation accuracy:--- 0.968 Validation Loss: 0.11605414 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028415214 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1353694 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07978531 ---Validation accuracy:--- 0.96 Validation Loss: 0.13991946 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0086951945 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1274488 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02511766 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12599744 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017175226 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12287013 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022166923 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12154824 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015788848 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13674316 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021750048 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14156924 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059026994 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14774553 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009200834 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11993865 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010074727 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1161083 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057386816 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11650996 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.026510792 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11651262 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043431945 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14601469 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05839252 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16225311 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062114015 ---Validation accuracy:--- 0.954 Validation Loss: 0.172554 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017820066 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1401778 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16535543 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12844805 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08443239 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12882635 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047290877 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1322385 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010800301 ---Validation accuracy:--- 0.965 Validation Loss: 0.12797871 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019045703 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12367807 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012690652 ---Validation accuracy:--- 0.9672 Validation Loss: 0.124089904 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108938634 ---Validation accuracy:--- 0.9628 Validation Loss: 0.14031881 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041023593 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12783404 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.023040848 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13891739 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032786384 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12868398 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046486083 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12282088 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046580855 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11809783 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11570831 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13998766 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0412088 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12442041 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018023748 ---Validation accuracy:--- 0.965 Validation Loss: 0.13088162 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034509458 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11800182 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02856 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12067954 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01200413 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13434428 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035908405 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12572294 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026220135 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12952872 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.060060576 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15700528 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06556137 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17412928 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031966995 ---Validation accuracy:--- 0.96 Validation Loss: 0.14484327 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017705796 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Loss: 0.029767625 ---Validation accuracy:--- 0.964 Validation Loss: 0.122219324 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07810797 ---Validation accuracy:--- 0.963 Validation Loss: 0.13476484 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025321996 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13451582 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061970722 ---Validation accuracy:--- 0.9656 Validation Loss: 0.115607545 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028056562 ---Validation accuracy:--- 0.9672 Validation Loss: 0.113203384 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043722913 ---Validation accuracy:--- 0.964 Validation Loss: 0.13067582 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030865507 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12087554 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019129219 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13710369 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061351493 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11008838 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032263085 ---Validation accuracy:--- 0.9666 Validation Loss: 0.118917674 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010968739 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10925913 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01578071 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106418595 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12315699 ---Validation accuracy:--- 0.969 Validation Loss: 0.1107154 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.036649376 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11060291 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026128268 ---Validation accuracy:--- 0.967 Validation Loss: 0.12150151 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024732916 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12092229 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014777293 ---Validation accuracy:--- 0.966 Validation Loss: 0.11462285 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035168346 ---Validation accuracy:--- 0.9672 Validation Loss: 0.114383474 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06034203 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12118379 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04765194 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1158395 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050520353 ---Validation accuracy:--- 0.969 Validation Loss: 0.11087264 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019113472 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11207949 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0772565 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12020849 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03344086 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12438363 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018786518 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15050045 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050097603 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112968065 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03196871 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109891795 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01669586 ---Validation accuracy:--- 0.964 Validation Loss: 0.12233506 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013663935 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12085611 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050694514 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12105598 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.020412797 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13077669 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061293546 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12646453 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008376777 ---Validation accuracy:--- 0.9672 Validation Loss: 0.112955734 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.026023712 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11116487 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014016298 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11501857 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038909204 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117380895 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013738794 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11769295 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033661515 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12881367 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009839184 ---Validation accuracy:--- 0.9662 Validation Loss: 0.121956326 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05265132 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13893461 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.047654457 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12973626 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033037283 ---Validation accuracy:--- 0.962 Validation Loss: 0.13456933 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02727276 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13238257 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043693423 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12823004 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044712838 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14890875 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033833165 ---Validation accuracy:--- 0.9672 Validation Loss: 0.113212205 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014413733 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13629778 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06275288 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12114381 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040811934 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15569215 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08362302 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14472081 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03258155 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12618788 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0201084 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12418252 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07198636 ---Validation accuracy:--- 0.964 Validation Loss: 0.124963015 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026454039 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1191281 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023614716 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120351486 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012613838 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1204717 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04145966 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13251291 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037775695 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11880488 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010223245 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115072414 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033955097 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11959346 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043334126 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13976225 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048473228 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13061824 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04627309 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12546802 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023786724 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11843266 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0095614875 ---Validation accuracy:--- 0.968 Validation Loss: 0.11492272 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022631621 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10802018 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021931762 ---Validation accuracy:--- 0.9686 Validation Loss: 0.108724244 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00883512 ---Validation accuracy:--- 0.97 Validation Loss: 0.108020045 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09752705 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11447953 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084745385 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11205221 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013737228 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11682394 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01718322 ---Validation accuracy:--- 0.968 Validation Loss: 0.1153444 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0077995216 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1096229 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04760291 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11372903 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0599578 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11551394 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02032364 ---Validation accuracy:--- 0.969 Validation Loss: 0.11017063 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023028893 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11285243 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05338497 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13755299 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047085695 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12333718 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03560336 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12965295 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00920269 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12746942 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015995998 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11225194 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0084850965 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11137407 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008970827 ---Validation accuracy:--- 0.97 Validation Loss: 0.10824038 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024527617 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11528304 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10816148 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12952903 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01640521 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12483483 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008166994 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11466797 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018854782 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117743336 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044120874 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12533619 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025418926 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12996319 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04232419 ---Validation accuracy:--- 0.964 Validation Loss: 0.12613837 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03346074 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13266903 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.067295656 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12735589 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00790364 ---Validation accuracy:--- 0.9648 Validation Loss: 0.125159 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028774755 ---Validation accuracy:--- 0.966 Validation Loss: 0.12124441 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0639045 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11553209 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09050141 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11604189 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012784294 ---Validation accuracy:--- 0.9652 Validation Loss: 0.117601134 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02053412 ---Validation accuracy:--- 0.966 Validation Loss: 0.1186642 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.076889575 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117879026 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009711582 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120776124 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041904055 ---Validation accuracy:--- 0.964 Validation Loss: 0.1225611 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044510555 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1199289 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013744768 ---Validation accuracy:--- 0.968 Validation Loss: 0.110922195 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092742026 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12781832 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010874088 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11968331 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032542128 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10543009 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020431828 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11935972 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017619602 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116651125 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043778602 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12181704 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.03979694 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11631326 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06959991 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114687085 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03480549 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11442227 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020250106 ---Validation accuracy:--- 0.967 Validation Loss: 0.11809629 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01077184 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11603062 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004547342 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12082373 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0674178 ---Validation accuracy:--- 0.9652 Validation Loss: 0.121637866 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010816242 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11894226 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06423007 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12019751 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015370467 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1364216 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023507848 ---Validation accuracy:--- 0.9636 Validation Loss: 0.124074295 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040816527 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12001995 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017855357 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10463696 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008067579 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12086471 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037862062 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12593251 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09753792 ---Validation accuracy:--- 0.961 Validation Loss: 0.14299168 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061603233 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12112837 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043747153 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11250775 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021657549 ---Validation accuracy:--- 0.966 Validation Loss: 0.120610766 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02728922 ---Validation accuracy:--- 0.964 Validation Loss: 0.12755464 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09166098 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12445489 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.086218804 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12715872 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.070396975 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13162781 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04053629 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12139885 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06956473 ---Validation accuracy:--- 0.9686 Validation Loss: 0.114891626 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009797141 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12180078 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018888194 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1142115 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019820562 ---Validation accuracy:--- 0.9678 Validation Loss: 0.114176586 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019512244 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10801364 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01631486 ---Validation accuracy:--- 0.968 Validation Loss: 0.11654192 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06820757 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11060608 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020958876 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10873367 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033169992 ---Validation accuracy:--- 0.9684 Validation Loss: 0.109013915 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04079119 ---Validation accuracy:--- 0.969 Validation Loss: 0.11056958 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01809929 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10937454 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007005794 ---Validation accuracy:--- 0.97 Validation Loss: 0.1041821 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021156566 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10160833 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054197037 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10166166 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05511096 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10435276 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0200819 ---Validation accuracy:--- 0.97 Validation Loss: 0.10221261 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018489335 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11033317 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0148441745 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11565998 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0126395365 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112197995 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024083877 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11387493 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.05453111 ---Validation accuracy:--- 0.965 Validation Loss: 0.13243659 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027525067 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1266231 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03791328 ---Validation accuracy:--- 0.967 Validation Loss: 0.1222704 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011224956 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12380586 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061024856 ---Validation accuracy:--- 0.967 Validation Loss: 0.11967313 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06449937 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116877586 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040983506 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12088757 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07064197 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1497317 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009084893 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120438784 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.111160904 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1369062 Epoch: 5 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0.113834254 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017836502 ---Validation accuracy:--- 0.971 Validation Loss: 0.10967304 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021639455 ---Validation accuracy:--- 0.968 Validation Loss: 0.1150363 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029919505 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12004871 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06994977 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12911296 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041835014 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11255104 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051038686 ---Validation accuracy:--- 0.968 Validation Loss: 0.116366506 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033979606 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11312355 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037902854 ---Validation accuracy:--- 0.967 Validation Loss: 0.11414997 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020777952 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11529996 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054617677 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11851631 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04747483 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12318767 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057836037 ---Validation accuracy:--- 0.966 Validation Loss: 0.12416981 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049866978 ---Validation accuracy:--- 0.9682 Validation Loss: 0.123644754 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012314769 ---Validation accuracy:--- 0.9712 Validation Loss: 0.110530846 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02175991 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11792579 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.074601606 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12918113 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.043258768 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14017911 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028612696 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15918696 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013941057 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1380598 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04182257 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12508905 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047340523 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1294104 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060165524 ---Validation accuracy:--- 0.9668 Validation Loss: 0.121217065 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035389386 ---Validation accuracy:--- 0.965 Validation Loss: 0.12309294 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03886562 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11924497 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010943513 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11909202 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026647681 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11061345 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013697781 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11688081 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011027767 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11890639 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019150155 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11591351 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025311025 ---Validation accuracy:--- 0.9652 Validation Loss: 0.117427535 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027446097 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12820596 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057300616 ---Validation accuracy:--- 0.966 Validation Loss: 0.13355671 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024490876 ---Validation accuracy:--- 0.97 Validation Loss: 0.11551783 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12511046 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11425259 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030354619 ---Validation accuracy:--- 0.966 Validation Loss: 0.123122655 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0244162 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12524727 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0473157 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11437715 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02482634 ---Validation accuracy:--- 0.968 Validation Loss: 0.11369563 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029102536 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10931665 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06320375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11136002 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018415283 ---Validation accuracy:--- 0.967 Validation Loss: 0.11741332 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04289366 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1113048 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042541817 ---Validation accuracy:--- 0.968 Validation Loss: 0.11566372 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029892076 ---Validation accuracy:--- 0.97 Validation Loss: 0.10880769 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017625757 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10625928 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004322795 ---Validation accuracy:--- 0.971 Validation Loss: 0.106033206 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005576078 ---Validation accuracy:--- 0.971 Validation Loss: 0.1030896 Epoch: 5 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0.124240234 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035441026 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12521392 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009000062 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12363091 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004302488 ---Validation accuracy:--- 0.97 Validation Loss: 0.10984263 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025597291 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11231547 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09278169 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111092776 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01440391 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11198108 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014581978 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114263736 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06311726 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11490964 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022483086 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11473325 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14138755 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14783151 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05644406 ---Validation accuracy:--- 0.964 Validation Loss: 0.13729626 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012367426 ---Validation accuracy:--- 0.967 Validation Loss: 0.12929517 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017873932 ---Validation accuracy:--- 0.971 Validation Loss: 0.111874156 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0320246 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109850876 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021900902 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13554424 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0109037515 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120325685 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0097790565 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11704891 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016536456 ---Validation accuracy:--- 0.969 Validation Loss: 0.11273955 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03217139 ---Validation accuracy:--- 0.9706 Validation Loss: 0.115560375 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01654933 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10956831 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0060534272 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11848971 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010056528 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10926603 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052659158 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10869348 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019229446 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15239242 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051777754 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14534263 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029041331 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12282486 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04828382 ---Validation accuracy:--- 0.965 Validation Loss: 0.12549724 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040624544 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11810605 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05804293 ---Validation accuracy:--- 0.965 Validation Loss: 0.124535106 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05679958 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12730107 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017306073 ---Validation accuracy:--- 0.9642 Validation Loss: 0.129124 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01172869 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11748723 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017436296 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11227199 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.053222276 ---Validation accuracy:--- 0.9718 Validation Loss: 0.101777256 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008792019 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10014819 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043513212 ---Validation accuracy:--- 0.971 Validation Loss: 0.10240267 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011353085 ---Validation accuracy:--- 0.971 Validation Loss: 0.1032454 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039529268 ---Validation accuracy:--- 0.966 Validation Loss: 0.12066931 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0149631845 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10609995 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02641481 ---Validation accuracy:--- 0.9674 Validation Loss: 0.114823855 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013888044 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10471583 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027699037 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1098241 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020108964 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11417119 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009236631 ---Validation accuracy:--- 0.969 Validation Loss: 0.1103217 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060225952 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12237149 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17873245 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12317795 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043185715 ---Validation accuracy:--- 0.9674 Validation Loss: 0.112217225 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024884846 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10593934 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014877263 ---Validation accuracy:--- 0.9702 Validation Loss: 0.104859225 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025502497 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10005803 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065499894 ---Validation accuracy:--- 0.9664 Validation Loss: 0.124881595 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030874122 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11096095 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071676776 ---Validation accuracy:--- 0.97 Validation Loss: 0.11247538 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05413203 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108745046 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06699917 ---Validation accuracy:--- 0.9698 Validation Loss: 0.106504165 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.046587948 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13121015 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04525138 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14302403 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020052431 ---Validation accuracy:--- 0.9696 Validation Loss: 0.110781126 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032779433 ---Validation accuracy:--- 0.968 Validation Loss: 0.110690445 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028219856 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10767604 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024263605 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10464718 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011530889 ---Validation accuracy:--- 0.969 Validation Loss: 0.10831415 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0073203715 ---Validation 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0.009509329 ---Validation accuracy:--- 0.97 Validation Loss: 0.11315545 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028012171 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10983324 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02049996 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10898606 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011029077 ---Validation accuracy:--- 0.9712 Validation Loss: 0.108027294 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01816863 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11160833 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005912055 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114401646 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025382347 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11605586 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.089449234 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1638927 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13329192 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13016829 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049945377 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13082625 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0448256 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12340658 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0053890664 ---Validation accuracy:--- 0.9674 Validation Loss: 0.124326944 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066535706 ---Validation accuracy:--- 0.97 Validation Loss: 0.11648689 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046427324 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117083326 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051275577 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11803132 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007905413 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11526201 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01685647 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112360306 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015298257 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10858021 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13235372 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16260117 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017259274 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1409188 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020806536 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13508132 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059910215 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1301152 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08917375 ---Validation accuracy:--- 0.96 Validation Loss: 0.14018396 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017940775 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12630825 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047983665 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11565138 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0651101 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116193995 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010476918 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112394705 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0385876 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11178325 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11948387 ---Validation accuracy:--- 0.966 Validation Loss: 0.12791006 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022804566 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10549282 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026837068 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13178918 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03233593 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11104433 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022552729 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11955148 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0075734784 ---Validation accuracy:--- 0.9664 Validation Loss: 0.1236804 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037840325 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11271819 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06799379 ---Validation accuracy:--- 0.9688 Validation Loss: 0.110543445 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03673067 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1095648 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017378915 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11482912 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016821854 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12063492 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02018003 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112036966 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03540425 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11472805 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03162027 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11623186 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018645063 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11538539 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0061093867 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11517367 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031857688 ---Validation accuracy:--- 0.9674 Validation Loss: 0.122210495 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013981705 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11924551 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0908444 ---Validation accuracy:--- 0.967 Validation Loss: 0.11739238 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014591277 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11965726 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012457144 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118384495 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.037570275 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11203888 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04658493 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11086541 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04715649 ---Validation accuracy:--- 0.969 Validation Loss: 0.106635034 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042949125 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10741912 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011799563 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11338913 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010897335 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11258338 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020800943 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13268648 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025375215 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13134052 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024302373 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11973516 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04238599 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11968392 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026445426 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13603199 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024349418 ---Validation accuracy:--- 0.966 Validation Loss: 0.11494309 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.052133713 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10757245 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048189282 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11656327 Epoch: 5 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0.12832847 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036249872 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11806092 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06539167 ---Validation accuracy:--- 0.966 Validation Loss: 0.113338016 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083734885 ---Validation accuracy:--- 0.961 Validation Loss: 0.12718047 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019193763 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12289551 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010140384 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10976982 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01476227 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11415584 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044867296 ---Validation accuracy:--- 0.9654 Validation Loss: 0.114843406 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04999387 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12041803 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04030134 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11397164 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042730413 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12866016 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01088181 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12161314 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030306604 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11485046 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013666823 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12736817 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021481695 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10665515 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.094049454 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15957381 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030868573 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13960387 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08267003 ---Validation accuracy:--- 0.965 Validation Loss: 0.12592727 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016261488 ---Validation accuracy:--- 0.9678 Validation Loss: 0.118114576 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058127493 ---Validation accuracy:--- 0.9626 Validation Loss: 0.14551015 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0099196555 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12932412 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03592052 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11661035 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0745245 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11831693 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055003587 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13393196 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07312253 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13114698 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032694772 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12438152 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05900178 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12950781 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09036204 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12619822 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.054681096 ---Validation accuracy:--- 0.9614 Validation Loss: 0.123030946 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05160431 ---Validation accuracy:--- 0.9642 Validation Loss: 0.122569285 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05510112 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13078892 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03006465 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12701687 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018412802 ---Validation accuracy:--- 0.9684 Validation Loss: 0.104981884 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07393095 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11179002 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010848309 ---Validation accuracy:--- 0.968 Validation Loss: 0.11442047 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06416535 ---Validation accuracy:--- 0.967 Validation Loss: 0.115065284 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020157391 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10644187 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05136636 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09710827 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022203207 ---Validation accuracy:--- 0.9692 Validation Loss: 0.105091676 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011211712 ---Validation accuracy:--- 0.964 Validation Loss: 0.12092212 Epoch: 5 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0.10568631 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032978803 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10434104 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09244217 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112102516 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022359338 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107144296 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019788044 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10514294 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017235268 ---Validation accuracy:--- 0.9714 Validation Loss: 0.105519876 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019784397 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11008207 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013422394 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108018264 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.078515425 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11780597 Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.117836244 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12349182 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03205532 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11237178 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054564036 ---Validation accuracy:--- 0.9682 Validation Loss: 0.106342055 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008716468 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10338398 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05706359 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11906326 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0113865975 ---Validation accuracy:--- 0.9668 Validation Loss: 0.1251779 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021161916 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111992165 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034797136 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11119884 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029111138 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11572356 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037854545 ---Validation accuracy:--- 0.968 Validation Loss: 0.114824906 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01343751 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109596 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042463552 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11220448 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.03637574 ---Validation accuracy:--- 0.9714 Validation Loss: 0.109521054 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026429199 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11145913 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0345154 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107868105 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008225743 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10748927 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025660688 ---Validation accuracy:--- 0.9706 Validation Loss: 0.114086315 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020183587 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11137518 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023666799 ---Validation accuracy:--- 0.969 Validation Loss: 0.109951235 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059399012 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11767425 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060572606 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1277169 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08119034 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11679045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01800981 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13140073 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030146198 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10917019 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03587748 ---Validation accuracy:--- 0.97 Validation Loss: 0.10780923 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04165898 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10755679 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015199978 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11217646 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03174747 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10407907 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.110826515 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10143133 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.046121627 ---Validation accuracy:--- 0.97 Validation Loss: 0.105591774 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0525974 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1028317 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0090430705 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1024083 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076901256 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09881003 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020823246 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102242805 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0081776455 ---Validation accuracy:--- 0.9718 Validation Loss: 0.101889744 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017113276 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10558705 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016276969 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10217765 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.039052486 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11132373 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01815251 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109607615 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018011417 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11517158 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026624313 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1127065 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03408514 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13008411 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010490252 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11254902 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027570767 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11296787 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.043165356 ---Validation accuracy:--- 0.967 Validation Loss: 0.11219121 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024858885 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10425533 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049192134 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11262315 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028065715 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11163352 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0842342 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11500254 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070807366 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113497324 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037277907 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12035517 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007898642 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11784502 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011415405 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103782505 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016382974 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10352823 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026428267 ---Validation accuracy:--- 0.967 Validation Loss: 0.1190921 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007669415 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11417699 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033653244 ---Validation accuracy:--- 0.971 Validation Loss: 0.108538285 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018296544 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11614746 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041884765 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12200274 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019393323 ---Validation accuracy:--- 0.968 Validation Loss: 0.11564143 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019085562 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11352766 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020683542 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11087908 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.095927484 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11906496 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047134694 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10893802 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009972961 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10570798 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031362947 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11540759 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011376574 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12605336 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03532382 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1091674 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031861983 ---Validation accuracy:--- 0.97 Validation Loss: 0.10788035 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00873607 ---Validation accuracy:--- 0.969 Validation Loss: 0.11327624 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0074022054 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11311118 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016349142 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10745861 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006194013 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10959579 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021175975 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11661076 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010909606 ---Validation accuracy:--- 0.968 Validation Loss: 0.10922334 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.015574723 ---Validation accuracy:--- 0.9696 Validation Loss: 0.107929334 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039575763 ---Validation accuracy:--- 0.9612 Validation Loss: 0.15083753 Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17731845 ---Validation accuracy:--- 0.966 Validation Loss: 0.1234428 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019623138 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12514614 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04990466 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12299339 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028538438 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120116666 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017728806 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11998441 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07756799 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11218899 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09210648 ---Validation accuracy:--- 0.966 Validation Loss: 0.12063335 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027764298 ---Validation accuracy:--- 0.9678 Validation Loss: 0.111989915 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12591228 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13767028 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014106572 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12002235 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02841137 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11706308 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021722887 ---Validation accuracy:--- 0.9678 Validation Loss: 0.112400316 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06311539 ---Validation accuracy:--- 0.967 Validation Loss: 0.124004684 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04380727 ---Validation accuracy:--- 0.963 Validation Loss: 0.11888394 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11305795 ---Validation accuracy:--- 0.9656 Validation Loss: 0.117231265 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025690608 ---Validation accuracy:--- 0.9672 Validation Loss: 0.110941544 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019146215 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113859594 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04895951 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10837024 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012620256 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10725714 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048950654 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13228086 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06424931 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14318171 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015877236 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11137669 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09935128 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12000242 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014537704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10858271 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03571807 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11454689 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018134626 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10505523 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0817179 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11139243 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026994256 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11058545 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0854735 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10687944 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050258912 ---Validation accuracy:--- 0.965 Validation Loss: 0.11427395 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022647567 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11271006 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037507735 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11087399 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024936283 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10463899 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02226304 ---Validation accuracy:--- 0.967 Validation Loss: 0.1085062 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0063395454 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1051065 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03011856 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1090296 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035986435 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10550371 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01224748 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10434426 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0150338225 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10981146 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008610512 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114018075 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023774512 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10835698 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03875153 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15011038 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07721522 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12597781 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030307984 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13267744 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015647579 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14289866 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008955408 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12272554 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024384165 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1425542 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015959872 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12933376 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020588841 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1261148 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13251036 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1326561 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027721463 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13356607 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0073135304 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12810831 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0137661025 ---Validation accuracy:--- 0.97 Validation Loss: 0.11365764 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09624143 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14104478 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00820351 ---Validation accuracy:--- 0.97 Validation Loss: 0.11474912 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013115814 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10777883 Epoch: 5 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0.10253105 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04077329 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10349191 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051942173 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10649111 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061917838 ---Validation accuracy:--- 0.971 Validation Loss: 0.10643925 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049224798 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10660771 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040767767 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10728273 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028435778 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10810013 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009950718 ---Validation accuracy:--- 0.972 Validation Loss: 0.09917554 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04444414 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10673508 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012677139 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13717295 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020616395 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1035467 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06965841 ---Validation accuracy:--- 0.971 Validation Loss: 0.100758985 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10447397 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11811381 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.056663178 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118893825 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038524576 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1121259 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010442505 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10833702 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00546387 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10998506 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0296023 ---Validation accuracy:--- 0.9692 Validation Loss: 0.110774375 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05160838 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10657415 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006595905 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10242439 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034291714 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1106886 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04071626 ---Validation accuracy:--- 0.965 Validation Loss: 0.11895105 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02101783 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12565753 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0065971147 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12636328 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016760545 ---Validation accuracy:--- 0.9602 Validation Loss: 0.12985188 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016116137 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113092214 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009014138 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11010104 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0119756665 ---Validation accuracy:--- 0.969 Validation Loss: 0.112323545 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01848863 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12656136 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011192458 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13971332 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01158231 ---Validation accuracy:--- 0.962 Validation Loss: 0.13632688 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052941114 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13012207 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009262574 ---Validation accuracy:--- 0.963 Validation Loss: 0.12625816 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026519999 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12599087 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020472307 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12023855 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.01870322 ---Validation accuracy:--- 0.967 Validation Loss: 0.11717434 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032775357 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11640227 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032198463 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11854341 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019550594 ---Validation accuracy:--- 0.9696 Validation Loss: 0.115205884 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041841816 ---Validation accuracy:--- 0.966 Validation Loss: 0.11967085 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010246408 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11545897 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00991409 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12053572 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014502215 ---Validation accuracy:--- 0.963 Validation Loss: 0.13289368 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021573126 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12103906 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054359335 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12445525 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011438558 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12509888 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004639413 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12769283 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010404007 ---Validation accuracy:--- 0.9672 Validation Loss: 0.117663644 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02321321 ---Validation accuracy:--- 0.967 Validation Loss: 0.11651279 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.043954443 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1431837 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01075187 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119253576 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026704576 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107333 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.069816545 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10826929 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026421718 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11034357 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022107748 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10967997 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0053241127 ---Validation accuracy:--- 0.97 Validation Loss: 0.109569296 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029370299 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124323264 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059937285 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11951432 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062251937 ---Validation accuracy:--- 0.971 Validation Loss: 0.10637921 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020625914 ---Validation accuracy:--- 0.97 Validation Loss: 0.11068229 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04757038 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11504479 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025689771 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10429338 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01107273 ---Validation accuracy:--- 0.9704 Validation Loss: 0.105783276 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018354533 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10753727 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007874272 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10790056 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06500041 ---Validation accuracy:--- 0.9708 Validation Loss: 0.106038034 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010134212 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10559853 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036938876 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10955417 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015207082 ---Validation accuracy:--- 0.969 Validation Loss: 0.11410572 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010430016 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11281224 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009234276 ---Validation accuracy:--- 0.9666 Validation Loss: 0.118976735 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036511734 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12112471 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0147095695 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11126564 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1129899 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11487 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040147554 ---Validation accuracy:--- 0.968 Validation Loss: 0.11206934 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015815051 ---Validation accuracy:--- 0.9682 Validation Loss: 0.107259616 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054061837 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10639934 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047877073 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11249741 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023055844 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17097585 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08895361 ---Validation accuracy:--- 0.9642 Validation Loss: 0.122989364 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061249517 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12986195 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046801873 ---Validation accuracy:--- 0.967 Validation Loss: 0.11735045 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017232323 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11187439 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033608362 ---Validation accuracy:--- 0.9674 Validation Loss: 0.110497035 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046242002 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108385645 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048756007 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11156338 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06283898 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11814423 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02481072 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10715991 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04143528 ---Validation accuracy:--- 0.9702 Validation Loss: 0.105818674 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06344364 ---Validation accuracy:--- 0.9684 Validation Loss: 0.109704465 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033722516 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11271278 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012161699 ---Validation accuracy:--- 0.97 Validation Loss: 0.10950293 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003727029 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107401736 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047399607 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10850867 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013616533 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11374196 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0112970015 ---Validation accuracy:--- 0.97 Validation Loss: 0.10776311 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024478463 ---Validation accuracy:--- 0.971 Validation Loss: 0.10720273 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011550772 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10743987 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042757325 ---Validation accuracy:--- 0.9712 Validation Loss: 0.108398154 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006608759 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10656381 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063634883 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11173508 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044990994 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11408545 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017779697 ---Validation accuracy:--- 0.963 Validation Loss: 0.1433287 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045854703 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14369851 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030715093 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14059313 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051950064 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1236864 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013654326 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12429305 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022750625 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12813027 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06217459 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12470399 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015843444 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13648352 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021941677 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13700432 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04848181 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13057888 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012596765 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13874881 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016316786 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12867267 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01811602 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11809504 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07714938 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11655015 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0408448 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10359167 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040059753 ---Validation accuracy:--- 0.9724 Validation Loss: 0.101989426 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.041331746 ---Validation accuracy:--- 0.958 Validation Loss: 0.1386315 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.019945398 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13502859 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04077838 ---Validation accuracy:--- 0.9676 Validation Loss: 0.116817504 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0811087 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10895746 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02987609 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11009889 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054927208 ---Validation accuracy:--- 0.9694 Validation Loss: 0.112091824 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12099158 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13689724 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034656063 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14477631 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03925791 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12407853 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035991266 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11526262 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014196043 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11249033 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014956154 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10811133 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019941252 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10902717 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0065217 ---Validation accuracy:--- 0.969 Validation Loss: 0.10865803 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.017142221 ---Validation accuracy:--- 0.969 Validation Loss: 0.10695879 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.013774283 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11681123 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010305903 ---Validation accuracy:--- 0.967 Validation Loss: 0.11196614 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01087445 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10806722 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04387624 ---Validation accuracy:--- 0.969 Validation Loss: 0.1078448 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023415389 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117036656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0077360095 ---Validation accuracy:--- 0.9678 Validation Loss: 0.113583006 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011076713 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107222684 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04248262 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10955028 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012459078 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1108325 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025559735 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113894485 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021019971 ---Validation accuracy:--- 0.97 Validation Loss: 0.10859392 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01139109 ---Validation accuracy:--- 0.969 Validation Loss: 0.10972266 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0070836656 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10683772 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012486926 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10889452 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017458947 ---Validation accuracy:--- 0.969 Validation Loss: 0.12040128 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00724722 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12737463 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01276249 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11964331 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01005544 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11516036 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005879445 ---Validation accuracy:--- 0.971 Validation Loss: 0.1144056 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027372763 ---Validation accuracy:--- 0.967 Validation Loss: 0.12842192 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008018941 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13986321 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027789107 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1441966 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06649529 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14516675 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020038988 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12801367 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040277258 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12761384 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011772018 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12070232 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053590626 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12352473 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006319794 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119425595 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063689286 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10813137 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007679767 ---Validation accuracy:--- 0.9682 Validation Loss: 0.111021265 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.044393282 ---Validation accuracy:--- 0.9688 Validation Loss: 0.108516306 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003943251 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108364016 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0413386 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11311581 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060505114 ---Validation accuracy:--- 0.969 Validation Loss: 0.11065112 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040682934 ---Validation accuracy:--- 0.97 Validation Loss: 0.10787834 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04727079 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106742166 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011984587 ---Validation accuracy:--- 0.968 Validation Loss: 0.11215132 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.096516855 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12697682 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018603552 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14293799 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013666546 ---Validation accuracy:--- 0.9672 Validation Loss: 0.122999795 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01882533 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114651345 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0078407675 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11207143 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08276548 ---Validation accuracy:--- 0.967 Validation Loss: 0.11635926 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0067835436 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11497606 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017280556 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10749226 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046648167 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10893892 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015220714 ---Validation accuracy:--- 0.97 Validation Loss: 0.10942261 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009268477 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11136631 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06482335 ---Validation accuracy:--- 0.9662 Validation Loss: 0.122407116 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.092786625 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13966419 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023288026 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1390899 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010786709 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12408684 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08300534 ---Validation accuracy:--- 0.967 Validation Loss: 0.11997417 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02301964 ---Validation accuracy:--- 0.962 Validation Loss: 0.13693127 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012623026 ---Validation accuracy:--- 0.9672 Validation Loss: 0.122660816 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03450173 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19522879 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043183308 ---Validation accuracy:--- 0.97 Validation Loss: 0.11499658 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01362117 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120832846 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007782613 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11560194 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017341757 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12030177 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019958053 ---Validation accuracy:--- 0.962 Validation Loss: 0.14262386 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014945806 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12525144 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006967375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11136061 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007034389 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10978898 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.078222014 ---Validation accuracy:--- 0.9696 Validation Loss: 0.111854784 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06996358 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12680054 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028736202 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1131614 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0077519226 ---Validation accuracy:--- 0.97 Validation Loss: 0.10643071 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014997916 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12303531 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023554893 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118801855 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020440478 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11378818 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003326735 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11353987 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011397864 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10392672 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065332785 ---Validation accuracy:--- 0.97 Validation Loss: 0.10546099 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017350025 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10363225 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055326754 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10309046 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019047277 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10593352 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017623601 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10398679 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011430242 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10447097 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007784656 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10638124 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.087095216 ---Validation accuracy:--- 0.971 Validation Loss: 0.1026783 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0047860947 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10593472 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008077495 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10581138 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031555057 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108944155 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.038880758 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1335829 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011871398 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11605529 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016541421 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10989569 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048651077 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10909358 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019644786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1072116 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010270788 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10441239 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009729842 ---Validation accuracy:--- 0.9726 Validation Loss: 0.1024145 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0076854234 ---Validation accuracy:--- 0.972 Validation Loss: 0.103148915 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07362706 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10492603 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055029795 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10918955 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022220993 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10880987 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008536997 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10687038 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05502408 ---Validation accuracy:--- 0.969 Validation Loss: 0.11073007 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01899635 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11943343 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017262345 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11732495 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07895672 ---Validation accuracy:--- 0.9676 Validation Loss: 0.121741675 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04894781 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12739512 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009045085 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111816674 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0075283754 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11148479 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042786635 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106367506 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017681623 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11613671 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01322039 ---Validation accuracy:--- 0.97 Validation Loss: 0.10931331 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010840451 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11461056 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.034478243 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104540855 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02493825 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10385623 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.038443077 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12538898 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014418512 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11231316 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0463459 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10389292 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0071863313 ---Validation accuracy:--- 0.971 Validation Loss: 0.105123974 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.016573733 ---Validation accuracy:--- 0.972 Validation Loss: 0.1000205 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013500663 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100832514 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011193202 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09866456 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.103291474 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1110697 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02723332 ---Validation accuracy:--- 0.966 Validation Loss: 0.1233426 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02370642 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11169614 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040614624 ---Validation accuracy:--- 0.971 Validation Loss: 0.103835985 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008065176 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10236107 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0135167 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10722711 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028439179 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10463844 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01257905 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10305144 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007611219 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10061851 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07531853 ---Validation accuracy:--- 0.967 Validation Loss: 0.10887113 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032253087 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12427561 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.100587934 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12190151 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.066169456 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12514648 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07042875 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117836036 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02018442 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10701857 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03997193 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10957323 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04060493 ---Validation accuracy:--- 0.9712 Validation Loss: 0.101993605 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011156973 ---Validation accuracy:--- 0.972 Validation Loss: 0.10370452 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011049403 ---Validation accuracy:--- 0.973 Validation Loss: 0.10039528 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009365942 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09849159 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012670057 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100042656 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061960947 ---Validation accuracy:--- 0.97 Validation Loss: 0.10380262 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018113988 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104932874 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035872225 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103323035 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05667056 ---Validation accuracy:--- 0.9708 Validation Loss: 0.104251914 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009014213 ---Validation accuracy:--- 0.97 Validation Loss: 0.10945156 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07326187 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12454679 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023137553 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11434209 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018124724 ---Validation accuracy:--- 0.9696 Validation Loss: 0.116036475 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013823979 ---Validation accuracy:--- 0.9694 Validation Loss: 0.115448 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010196284 ---Validation accuracy:--- 0.9714 Validation Loss: 0.112657286 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015550694 ---Validation accuracy:--- 0.968 Validation Loss: 0.12044105 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018063463 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11022798 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0080797495 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10908516 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044142462 ---Validation accuracy:--- 0.9696 Validation Loss: 0.108268216 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08166837 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11571416 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.016373947 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11113253 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031015152 ---Validation accuracy:--- 0.971 Validation Loss: 0.10738335 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023365047 ---Validation accuracy:--- 0.967 Validation Loss: 0.11769249 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04112194 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1135943 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010838808 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109805174 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009496222 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11455161 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0071204063 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11499586 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010466974 ---Validation accuracy:--- 0.9706 Validation Loss: 0.113295555 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03077501 ---Validation accuracy:--- 0.972 Validation Loss: 0.111301914 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059565688 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11130409 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07204253 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1148605 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026093611 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11175863 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00870203 ---Validation accuracy:--- 0.972 Validation Loss: 0.11065064 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0107023725 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11772288 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051229116 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1193458 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06873967 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12126991 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021013591 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1155412 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04470505 ---Validation accuracy:--- 0.9736 Validation Loss: 0.113851 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0384905 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11683387 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055965047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1525619 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01692281 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12004087 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029507246 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13967298 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014140986 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13559435 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044723857 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1416616 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010085204 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12664555 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0139506105 ---Validation accuracy:--- 0.971 Validation Loss: 0.10955789 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034394402 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113679126 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01855505 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116672166 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01515498 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10729263 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027283134 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11012715 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046729445 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11151228 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003509344 ---Validation accuracy:--- 0.9702 Validation Loss: 0.111351795 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008527183 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1099058 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011410645 ---Validation accuracy:--- 0.971 Validation Loss: 0.10985068 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009091815 ---Validation accuracy:--- 0.9706 Validation Loss: 0.110383615 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06175133 ---Validation accuracy:--- 0.969 Validation Loss: 0.11625964 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008278846 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12433228 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026428435 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12259001 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01811196 ---Validation accuracy:--- 0.968 Validation Loss: 0.112788014 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.091889784 ---Validation accuracy:--- 0.961 Validation Loss: 0.1390364 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.10357917 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22837734 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040669803 ---Validation accuracy:--- 0.956 Validation Loss: 0.15575148 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05886139 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12625337 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023138946 ---Validation accuracy:--- 0.961 Validation Loss: 0.14485566 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013686053 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13387224 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012070396 ---Validation accuracy:--- 0.966 Validation Loss: 0.12461294 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019804178 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12658727 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0076848757 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12021797 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03376399 ---Validation accuracy:--- 0.9668 Validation Loss: 0.123390846 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014125025 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1205055 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011863113 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12199585 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0082860375 ---Validation accuracy:--- 0.969 Validation Loss: 0.11502395 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009462258 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1154427 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016290097 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123391405 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003460049 ---Validation accuracy:--- 0.9694 Validation Loss: 0.118946716 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0687589 ---Validation accuracy:--- 0.968 Validation Loss: 0.117062256 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01098156 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11825503 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021596735 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12159413 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031416554 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1104214 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01971732 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11796899 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013032211 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1138964 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043690406 ---Validation accuracy:--- 0.9688 Validation Loss: 0.121452786 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008476752 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12170664 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013866591 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11568686 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014742465 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12568046 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01284899 ---Validation accuracy:--- 0.97 Validation Loss: 0.110204294 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07400199 ---Validation accuracy:--- 0.971 Validation Loss: 0.10665415 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037078228 ---Validation accuracy:--- 0.969 Validation Loss: 0.11434885 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035293573 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11047715 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06634171 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11636953 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0050284206 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11473481 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011019213 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10866512 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020633414 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11588779 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017336471 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10566845 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007406056 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11325458 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01423182 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10662388 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010409392 ---Validation accuracy:--- 0.972 Validation Loss: 0.10718909 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062506665 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11840333 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012596691 ---Validation accuracy:--- 0.969 Validation Loss: 0.10983727 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02363916 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10803035 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005807777 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10634183 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048611574 ---Validation accuracy:--- 0.9732 Validation Loss: 0.106702365 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008266629 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11101584 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005098847 ---Validation accuracy:--- 0.97 Validation Loss: 0.11597301 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07243477 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11695124 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048289774 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11368048 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038589789 ---Validation accuracy:--- 0.9704 Validation Loss: 0.111502506 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011802758 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11140291 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030927744 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11113312 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007785706 ---Validation accuracy:--- 0.9728 Validation Loss: 0.111506715 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0056096953 ---Validation accuracy:--- 0.9726 Validation Loss: 0.109253556 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010102288 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1123047 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020544326 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11081521 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013378053 ---Validation accuracy:--- 0.973 Validation Loss: 0.10904883 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011146917 ---Validation accuracy:--- 0.9726 Validation Loss: 0.1126855 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13537925 ---Validation accuracy:--- 0.9496 Validation Loss: 0.22634834 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13659947 ---Validation accuracy:--- 0.932 Validation Loss: 0.35749966 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17218943 ---Validation accuracy:--- 0.947 Validation Loss: 0.21102585 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08244984 ---Validation accuracy:--- 0.965 Validation Loss: 0.12415741 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053884313 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11949288 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040710174 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11188589 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010993319 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11076984 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011736201 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11336704 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018041067 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11677626 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008647685 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1155697 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0375905 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11203248 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.019996632 ---Validation accuracy:--- 0.967 Validation Loss: 0.12399399 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1125226 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1261988 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01247015 ---Validation accuracy:--- 0.9676 Validation Loss: 0.13139762 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016272988 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12328907 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018525656 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1369472 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01895505 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12964763 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02517604 ---Validation accuracy:--- 0.967 Validation Loss: 0.12720726 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009855422 ---Validation accuracy:--- 0.9684 Validation Loss: 0.121290244 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03980394 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12458195 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05037725 ---Validation accuracy:--- 0.9672 Validation Loss: 0.13422248 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007858016 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12356594 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0112957815 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11249561 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0500535 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10982007 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0061942665 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10966534 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021706745 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10961279 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008419968 ---Validation accuracy:--- 0.967 Validation Loss: 0.11860637 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020139478 ---Validation accuracy:--- 0.969 Validation Loss: 0.11533218 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013977392 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11348367 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047669552 ---Validation accuracy:--- 0.9696 Validation Loss: 0.116138294 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055778073 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12523651 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09384945 ---Validation accuracy:--- 0.967 Validation Loss: 0.13164148 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.028641958 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12158457 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023120956 ---Validation accuracy:--- 0.968 Validation Loss: 0.118333414 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011311219 ---Validation accuracy:--- 0.9622 Validation Loss: 0.15217666 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026297677 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13078111 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0968015 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12577434 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07890351 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11791625 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026965978 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11311482 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009523221 ---Validation accuracy:--- 0.9704 Validation Loss: 0.110950805 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01853552 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12750031 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04677616 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11669897 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052036117 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11612896 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01197832 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11394457 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028946271 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13564521 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017667752 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120218225 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016950801 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11980117 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017791571 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12596272 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024751553 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12971358 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010685047 ---Validation accuracy:--- 0.964 Validation Loss: 0.13452914 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011132937 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13200325 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024275037 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13018398 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0058081346 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13316251 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053570237 ---Validation accuracy:--- 0.9656 Validation Loss: 0.13243087 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050468884 ---Validation accuracy:--- 0.9664 Validation Loss: 0.123582676 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029197326 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12248207 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009451178 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12362859 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007900047 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1203581 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07882025 ---Validation accuracy:--- 0.968 Validation Loss: 0.112251475 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08628519 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11960325 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021072917 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11510242 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031970493 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11121809 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020530669 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11986435 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02934616 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11562931 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023159089 ---Validation accuracy:--- 0.969 Validation Loss: 0.11626001 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018759724 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14796394 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020490104 ---Validation accuracy:--- 0.9692 Validation Loss: 0.115430444 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017982746 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11387749 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023405984 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11360463 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063769626 ---Validation accuracy:--- 0.97 Validation Loss: 0.109262645 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010311766 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10954623 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014755104 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12091403 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020339482 ---Validation accuracy:--- 0.9618 Validation Loss: 0.150188 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08828169 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12356046 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004626356 ---Validation accuracy:--- 0.971 Validation Loss: 0.11378191 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.037113298 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12357244 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0423139 ---Validation accuracy:--- 0.969 Validation Loss: 0.118004896 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026200822 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1107249 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035636615 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10858728 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016496962 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11130053 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0072110826 ---Validation accuracy:--- 0.9714 Validation Loss: 0.111142 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052301265 ---Validation accuracy:--- 0.967 Validation Loss: 0.121390745 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.05399857 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12000313 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007151574 ---Validation accuracy:--- 0.969 Validation Loss: 0.118738234 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021096893 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12816906 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05353512 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12319124 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01875264 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11785933 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04906339 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13658732 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12219885 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13854018 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056464966 ---Validation accuracy:--- 0.9666 Validation Loss: 0.119905055 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040615145 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11101892 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008639303 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1040296 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009565129 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10818176 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066632796 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13184644 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04929377 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11955 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013694797 ---Validation accuracy:--- 0.967 Validation Loss: 0.11834768 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044446412 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123859875 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040938802 ---Validation accuracy:--- 0.9688 Validation Loss: 0.121300586 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011874438 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1156136 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031222252 ---Validation accuracy:--- 0.9698 Validation Loss: 0.109671324 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06343316 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113683805 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032793473 ---Validation accuracy:--- 0.9724 Validation Loss: 0.106068335 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01428082 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1076292 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03704561 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11300176 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.048902564 ---Validation accuracy:--- 0.971 Validation Loss: 0.114856325 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004517562 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11298749 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0057012476 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11305134 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031742796 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107979506 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010353387 ---Validation accuracy:--- 0.97 Validation Loss: 0.11482197 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007323793 ---Validation accuracy:--- 0.9702 Validation Loss: 0.113713086 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06800776 ---Validation accuracy:--- 0.964 Validation Loss: 0.14308411 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021544723 ---Validation accuracy:--- 0.966 Validation Loss: 0.13301338 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01837674 ---Validation accuracy:--- 0.9702 Validation Loss: 0.114683114 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035537418 ---Validation accuracy:--- 0.97 Validation Loss: 0.114720896 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008543824 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12179888 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04725592 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11162963 Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08513956 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12989567 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009482869 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12819672 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016687788 ---Validation accuracy:--- 0.9678 Validation Loss: 0.116649136 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006280733 ---Validation accuracy:--- 0.971 Validation Loss: 0.11019808 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052918762 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11361274 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018759975 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11072116 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037064224 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109980956 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.092980236 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1288737 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036381144 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11320134 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01614292 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11554519 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.041867048 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1066907 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031241525 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1208472 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034541145 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11302239 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025596417 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13403368 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06686213 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11835481 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056982283 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112242624 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05975527 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10779635 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056671906 ---Validation accuracy:--- 0.971 Validation Loss: 0.1112979 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053013116 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10812189 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01894474 ---Validation accuracy:--- 0.972 Validation Loss: 0.10498977 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05098076 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11958116 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.089318775 ---Validation accuracy:--- 0.9668 Validation Loss: 0.112813406 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038062368 ---Validation accuracy:--- 0.9672 Validation Loss: 0.112214625 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049778584 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11087173 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020224283 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104792126 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032212254 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10454232 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013660223 ---Validation accuracy:--- 0.972 Validation Loss: 0.103239134 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0070460048 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10634646 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.021550737 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10492991 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006384326 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10143754 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026186239 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11684734 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02405412 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112268336 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02750678 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10557611 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008926305 ---Validation accuracy:--- 0.97 Validation Loss: 0.110506006 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013490827 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11192739 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014984433 ---Validation accuracy:--- 0.9692 Validation Loss: 0.116950125 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0137690725 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10710536 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06505266 ---Validation accuracy:--- 0.971 Validation Loss: 0.10794765 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008446162 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10597877 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013293568 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103534095 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01146741 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11014353 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024017422 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11170596 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021411102 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11896867 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011625434 ---Validation accuracy:--- 0.9708 Validation Loss: 0.108595714 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.06505541 ---Validation accuracy:--- 0.9694 Validation Loss: 0.121047825 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09315242 ---Validation accuracy:--- 0.97 Validation Loss: 0.12345135 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05083004 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11662977 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05650398 ---Validation accuracy:--- 0.9678 Validation Loss: 0.124161474 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009512972 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11597445 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006638074 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11555155 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013132136 ---Validation accuracy:--- 0.972 Validation Loss: 0.114525974 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012292479 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10958678 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03324757 ---Validation accuracy:--- 0.9724 Validation Loss: 0.108397506 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007264731 ---Validation accuracy:--- 0.9724 Validation Loss: 0.109363146 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012308056 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11864949 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037117973 ---Validation accuracy:--- 0.97 Validation Loss: 0.12511028 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005638014 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12565224 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010528874 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12246643 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009988315 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12476769 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014374838 ---Validation accuracy:--- 0.971 Validation Loss: 0.11703017 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04820831 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10797198 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055024917 ---Validation accuracy:--- 0.973 Validation Loss: 0.10732707 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004686842 ---Validation accuracy:--- 0.9688 Validation Loss: 0.124422364 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013764975 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11835503 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038114586 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13404246 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024425002 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11529724 Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15324265 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1650237 Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13485819 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16640826 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037331987 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11331282 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014238272 ---Validation accuracy:--- 0.9716 Validation Loss: 0.107722916 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008989531 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10732325 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0906356 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10395159 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023982959 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10882555 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01388368 ---Validation accuracy:--- 0.973 Validation Loss: 0.10258452 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0561996 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109628856 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022401543 ---Validation accuracy:--- 0.97 Validation Loss: 0.10995403 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0092330715 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11007338 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008191163 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107170165 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020367818 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11410046 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007301759 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11219709 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062359404 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10880897 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06566592 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10760662 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0120020965 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10833623 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05282503 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124830626 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04709198 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117652506 Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.07171215 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11769154 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059545278 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12872751 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031395435 ---Validation accuracy:--- 0.971 Validation Loss: 0.11097725 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066612754 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13914292 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025075093 ---Validation accuracy:--- 0.9616 Validation Loss: 0.15188777 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0115885995 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11974595 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018403484 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12169416 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022102635 ---Validation accuracy:--- 0.9646 Validation Loss: 0.14495414 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009409279 ---Validation accuracy:--- 0.968 Validation Loss: 0.113961965 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07880655 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10937894 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007828242 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106061645 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005101608 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10910432 Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06470941 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1071141 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005313594 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1067895 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043884926 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10584718 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07763887 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10905559 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040290385 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11149029 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016657686 ---Validation accuracy:--- 0.968 Validation Loss: 0.12018755 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04060727 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11225575 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05704625 ---Validation accuracy:--- 0.968 Validation Loss: 0.11251079 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0111322105 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10971721 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02062839 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13627662 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03748516 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14929818 Epoch: 7 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0.09743352 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029241849 ---Validation accuracy:--- 0.9736 Validation Loss: 0.099343464 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052683067 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11546383 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032049228 ---Validation accuracy:--- 0.9704 Validation Loss: 0.120574854 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023350896 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11182811 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01395916 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11546215 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010384459 ---Validation accuracy:--- 0.973 Validation Loss: 0.10418271 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.032368105 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101549655 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004408975 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09925186 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04643634 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11308474 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05271311 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112431444 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0065415134 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10796335 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02977649 ---Validation accuracy:--- 0.973 Validation Loss: 0.102710865 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11282932 ---Validation accuracy:--- 0.97 Validation Loss: 0.11421665 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04888333 ---Validation accuracy:--- 0.966 Validation Loss: 0.12326218 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011405029 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11735452 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019164987 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10140725 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03065387 ---Validation accuracy:--- 0.973 Validation Loss: 0.09985927 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015839718 ---Validation accuracy:--- 0.9742 Validation Loss: 0.099190384 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004899144 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09970756 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033589408 ---Validation accuracy:--- 0.973 Validation Loss: 0.10249141 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010743227 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09987889 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010267606 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10993932 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05322267 ---Validation accuracy:--- 0.9734 Validation Loss: 0.102230325 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060807406 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10379325 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033929043 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10290376 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050205808 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10349353 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016616695 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1295343 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038560275 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13273853 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012850878 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13301764 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00561517 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1182124 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008807183 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1075471 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076061357 ---Validation accuracy:--- 0.9712 Validation Loss: 0.1090821 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008150066 ---Validation accuracy:--- 0.9724 Validation Loss: 0.105762795 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02930093 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10444813 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013248045 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10936638 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011108372 ---Validation accuracy:--- 0.972 Validation Loss: 0.10514319 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009678891 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10499076 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076961047 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10811478 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005518118 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108940914 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00612075 ---Validation accuracy:--- 0.97 Validation Loss: 0.11297032 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021707498 ---Validation accuracy:--- 0.97 Validation Loss: 0.112853244 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036152255 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11197622 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.046834264 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14482401 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008646754 ---Validation accuracy:--- 0.966 Validation Loss: 0.12593058 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009133188 ---Validation accuracy:--- 0.967 Validation Loss: 0.121871315 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01110116 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11482102 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007051689 ---Validation accuracy:--- 0.9698 Validation Loss: 0.109133884 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014606738 ---Validation accuracy:--- 0.963 Validation Loss: 0.14231715 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010379143 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11984374 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1298056 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1513627 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017702682 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12257634 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006946294 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11421091 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04291109 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11635023 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022715425 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11479658 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022417273 ---Validation accuracy:--- 0.971 Validation Loss: 0.109197445 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007953716 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10875908 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03115023 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13251014 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039753143 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12502588 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.014989686 ---Validation accuracy:--- 0.9696 Validation Loss: 0.119946055 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037993554 ---Validation accuracy:--- 0.969 Validation Loss: 0.109826684 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016211249 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11772215 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0227648 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12445237 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071953577 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12219808 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011367199 ---Validation accuracy:--- 0.968 Validation Loss: 0.12214856 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0733971 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11860613 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010570004 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11222363 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07563711 ---Validation accuracy:--- 0.965 Validation Loss: 0.13105936 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065609545 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12558927 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007809224 ---Validation accuracy:--- 0.966 Validation Loss: 0.122467116 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018424118 ---Validation accuracy:--- 0.967 Validation Loss: 0.12234331 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02585135 ---Validation accuracy:--- 0.958 Validation Loss: 0.14969863 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009223541 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12280499 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025157774 ---Validation accuracy:--- 0.9654 Validation Loss: 0.124299586 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03302624 ---Validation accuracy:--- 0.966 Validation Loss: 0.1266406 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025929758 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14707342 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020499896 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116141275 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007563202 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12343284 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051278574 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12317976 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0062924414 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12836966 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06741559 ---Validation accuracy:--- 0.9682 Validation Loss: 0.124028526 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00532102 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11538551 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11639094 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13540849 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052655827 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18480963 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05853281 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12244104 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004604475 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12097457 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014501569 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116744205 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022340931 ---Validation accuracy:--- 0.969 Validation Loss: 0.11353179 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01377033 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12115599 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077874577 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1217537 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043768395 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12130773 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014409249 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12054925 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085555494 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14045464 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032246403 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12776814 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035997976 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10687312 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017743392 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107654005 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013961912 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1075945 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052660532 ---Validation accuracy:--- 0.9692 Validation Loss: 0.116786696 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07864464 ---Validation accuracy:--- 0.97 Validation Loss: 0.1149001 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01811535 ---Validation accuracy:--- 0.9698 Validation Loss: 0.116277575 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0116293635 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112929896 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012531757 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11508408 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07219341 ---Validation accuracy:--- 0.967 Validation Loss: 0.12429872 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06478697 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1353421 Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13535294 ---Validation accuracy:--- 0.951 Validation Loss: 0.17572875 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0057249637 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11722527 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020826643 ---Validation accuracy:--- 0.969 Validation Loss: 0.11496109 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032459296 ---Validation accuracy:--- 0.966 Validation Loss: 0.1187052 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01026458 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10995138 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005967067 ---Validation accuracy:--- 0.97 Validation Loss: 0.10963491 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05015882 ---Validation accuracy:--- 0.97 Validation Loss: 0.11438772 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058329903 ---Validation accuracy:--- 0.9666 Validation Loss: 0.122786105 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026042633 ---Validation accuracy:--- 0.9656 Validation Loss: 0.123695046 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021999605 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12488024 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04714854 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1137167 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059695006 ---Validation accuracy:--- 0.969 Validation Loss: 0.11263342 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013644477 ---Validation accuracy:--- 0.966 Validation Loss: 0.12933445 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.040317774 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12964024 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013074696 ---Validation 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0.036386874 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11203953 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021110827 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117699295 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01025933 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11562113 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028787581 ---Validation accuracy:--- 0.961 Validation Loss: 0.1382215 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012719347 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113569774 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04467395 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10637009 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014937366 ---Validation accuracy:--- 0.967 Validation Loss: 0.11441118 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019439375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1046573 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010484301 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10312671 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050195705 ---Validation accuracy:--- 0.968 Validation Loss: 0.11335155 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048262715 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11053962 Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.07369944 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103238925 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07824568 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11581174 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014544599 ---Validation accuracy:--- 0.9686 Validation Loss: 0.115173526 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04353772 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10958782 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021828316 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10832035 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028779743 ---Validation accuracy:--- 0.9686 Validation Loss: 0.105539285 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030931216 ---Validation accuracy:--- 0.968 Validation Loss: 0.10653067 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05481749 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10666039 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05166628 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10707916 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.046364047 ---Validation accuracy:--- 0.9678 Validation Loss: 0.111489795 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08933501 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11411169 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022414053 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11385904 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052510783 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11170118 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055031676 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11800383 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059726574 ---Validation accuracy:--- 0.968 Validation Loss: 0.11268201 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015490673 ---Validation accuracy:--- 0.969 Validation Loss: 0.109201394 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010075466 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10280242 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043658275 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10041716 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010453241 ---Validation accuracy:--- 0.973 Validation Loss: 0.101072006 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021776328 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10725139 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016572827 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104390115 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052180663 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10160482 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008062638 ---Validation accuracy:--- 0.974 Validation Loss: 0.100480236 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026338182 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10317921 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005165174 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10675435 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017404102 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10328783 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0053172642 ---Validation accuracy:--- 0.9736 Validation Loss: 0.099743545 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049875766 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11048157 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04174871 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107024595 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010041334 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120531894 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019332334 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112606175 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076137804 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11045808 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07620356 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11021438 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013530298 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109745555 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007194619 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10846854 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01170382 ---Validation accuracy:--- 0.9686 Validation Loss: 0.118234105 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0038066334 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11604506 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038379543 ---Validation accuracy:--- 0.972 Validation Loss: 0.108018935 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0189894 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11612709 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054918386 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11075586 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059027686 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11226714 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020579778 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1189646 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050289454 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11481256 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013438954 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109220095 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01517283 ---Validation accuracy:--- 0.969 Validation Loss: 0.111204274 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021317152 ---Validation accuracy:--- 0.966 Validation Loss: 0.12741977 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0329773 ---Validation accuracy:--- 0.967 Validation Loss: 0.11805442 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055388913 ---Validation accuracy:--- 0.9674 Validation Loss: 0.120315626 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008477917 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11822022 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08107294 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1387892 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021653634 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11261749 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045747634 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11867651 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039417934 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12129142 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0393155 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1135064 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089370735 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10980942 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023622736 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1114105 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08908575 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12404093 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03233532 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11344365 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014934301 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11729418 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050513286 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11936216 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011072786 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11117261 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0069393576 ---Validation accuracy:--- 0.969 Validation Loss: 0.10695723 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008865401 ---Validation accuracy:--- 0.97 Validation Loss: 0.10513135 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072176517 ---Validation accuracy:--- 0.971 Validation Loss: 0.10419097 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05266246 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10502961 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107058555 ---Validation accuracy:--- 0.961 Validation Loss: 0.14017682 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.044713747 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1323791 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01182369 ---Validation accuracy:--- 0.9668 Validation Loss: 0.123108946 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029828584 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1274939 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07462342 ---Validation accuracy:--- 0.9702 Validation Loss: 0.110781126 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043959584 ---Validation accuracy:--- 0.969 Validation Loss: 0.11657076 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022748604 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10756182 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.052998528 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10767798 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02805223 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106543824 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052918863 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117499925 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009910835 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11401188 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054917693 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12386958 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017954549 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114667796 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008127743 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106408045 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013466081 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10990619 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033825018 ---Validation accuracy:--- 0.9696 Validation Loss: 0.111586936 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02737116 ---Validation accuracy:--- 0.9698 Validation Loss: 0.110041246 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07829037 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12652478 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005197556 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11438186 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016460322 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10830752 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01118718 ---Validation accuracy:--- 0.97 Validation Loss: 0.11325615 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078792274 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1093244 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036539704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11032141 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02626997 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10771579 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017834358 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10288363 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0501029 ---Validation accuracy:--- 0.973 Validation Loss: 0.1004079 Epoch: 7 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0.21926562 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07915758 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12242556 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08360682 ---Validation accuracy:--- 0.967 Validation Loss: 0.11669093 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077844327 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1168289 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013343478 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11762197 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1251289 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12191841 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043552864 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116685815 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038578864 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1131034 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012547079 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11271878 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023818083 ---Validation accuracy:--- 0.9712 Validation Loss: 0.106603235 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015071921 ---Validation accuracy:--- 0.9718 Validation Loss: 0.106097475 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011658853 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106494814 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03695264 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10524359 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0042936574 ---Validation accuracy:--- 0.972 Validation Loss: 0.10446677 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036703542 ---Validation accuracy:--- 0.971 Validation Loss: 0.11234292 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008804614 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10860487 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018201489 ---Validation 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0.005955012 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11798579 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15058209 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1376077 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008215577 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12073435 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03455107 ---Validation accuracy:--- 0.966 Validation Loss: 0.12134051 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09632128 ---Validation accuracy:--- 0.9702 Validation Loss: 0.117464356 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0052170586 ---Validation accuracy:--- 0.969 Validation Loss: 0.117412515 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048092827 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1121507 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012806079 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10936737 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022696719 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109274305 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051267777 ---Validation accuracy:--- 0.969 Validation Loss: 0.10688726 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020153565 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10877962 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0074398364 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10811085 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015143786 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107560605 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0067176726 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1068756 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012341647 ---Validation accuracy:--- 0.972 Validation Loss: 0.10248151 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0048009907 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10833475 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043627225 ---Validation accuracy:--- 0.9684 Validation Loss: 0.112802625 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004920389 ---Validation accuracy:--- 0.9704 Validation Loss: 0.110828444 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0080138305 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109814405 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031656407 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14742255 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11268094 ---Validation accuracy:--- 0.952 Validation Loss: 0.16779654 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027224695 ---Validation accuracy:--- 0.972 Validation Loss: 0.106681615 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0101648895 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10456135 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013469851 ---Validation accuracy:--- 0.9636 Validation 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0.014793898 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11174026 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04328488 ---Validation accuracy:--- 0.974 Validation Loss: 0.10357853 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024014046 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11124418 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012728513 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10785796 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006573786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11119436 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012155409 ---Validation accuracy:--- 0.969 Validation Loss: 0.111028016 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008691826 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10707982 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015081265 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10673994 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07686286 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10888981 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0494233 ---Validation accuracy:--- 0.9714 Validation Loss: 0.105516404 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01791435 ---Validation accuracy:--- 0.97 Validation Loss: 0.111670375 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05354338 ---Validation accuracy:--- 0.969 Validation Loss: 0.117727906 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009500103 ---Validation accuracy:--- 0.9692 Validation Loss: 0.113206886 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009104316 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11123233 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0061693285 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111807644 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013179314 ---Validation accuracy:--- 0.9714 Validation Loss: 0.108255886 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07683693 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11984576 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048705786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112906784 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014114808 ---Validation accuracy:--- 0.9686 Validation Loss: 0.118656665 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0148351025 ---Validation accuracy:--- 0.9666 Validation Loss: 0.13017313 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036606625 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12755804 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01123732 ---Validation accuracy:--- 0.9708 Validation Loss: 0.114939675 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020737804 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11637019 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024419475 ---Validation accuracy:--- 0.96 Validation Loss: 0.14936286 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05948863 ---Validation accuracy:--- 0.969 Validation Loss: 0.11377441 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02851024 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10686313 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03464392 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11689789 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010647271 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112095065 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058015566 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11626775 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009437726 ---Validation accuracy:--- 0.9664 Validation Loss: 0.120653175 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008447617 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1178999 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077135577 ---Validation accuracy:--- 0.967 Validation Loss: 0.120572984 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020978353 ---Validation accuracy:--- 0.9678 Validation Loss: 0.116913244 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011518199 ---Validation accuracy:--- 0.967 Validation Loss: 0.11773309 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028346444 ---Validation accuracy:--- 0.9712 Validation Loss: 0.113245934 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018723115 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11250584 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009923259 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1262401 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0173141 ---Validation accuracy:--- 0.964 Validation Loss: 0.13109715 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022977524 ---Validation accuracy:--- 0.9652 Validation Loss: 0.122691505 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015861627 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12346057 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079300314 ---Validation accuracy:--- 0.945 Validation Loss: 0.2051519 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015777376 ---Validation accuracy:--- 0.968 Validation Loss: 0.12001267 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008126585 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12772584 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072732056 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12916358 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012434456 ---Validation accuracy:--- 0.9668 Validation Loss: 0.1255133 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008685436 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13345145 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0130730895 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12525037 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014505825 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12379595 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011221808 ---Validation accuracy:--- 0.9688 Validation Loss: 0.118552566 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006115572 ---Validation accuracy:--- 0.97 Validation Loss: 0.11857303 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004302469 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11654183 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045085322 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12280851 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071157883 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12545003 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0053111087 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12701505 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022754036 ---Validation accuracy:--- 0.9622 Validation Loss: 0.14453101 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009893328 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13143331 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009382204 ---Validation accuracy:--- 0.9666 Validation Loss: 0.123903476 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008088568 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11009744 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08871178 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11492838 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008853585 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11248747 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011996131 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11263002 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0038906818 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11210862 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0131308315 ---Validation accuracy:--- 0.967 Validation Loss: 0.12573355 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027517337 ---Validation accuracy:--- 0.969 Validation Loss: 0.11943024 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046226587 ---Validation accuracy:--- 0.9688 Validation Loss: 0.116242506 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058892323 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11590655 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065463506 ---Validation accuracy:--- 0.969 Validation Loss: 0.11668153 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010577771 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10943479 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008655626 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11342332 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007693255 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11330886 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0068418477 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10722347 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07333123 ---Validation accuracy:--- 0.972 Validation Loss: 0.1106128 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040030847 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11063056 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010081711 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12361856 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039271012 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11649661 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0073355855 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109541796 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006422605 ---Validation accuracy:--- 0.968 Validation Loss: 0.115056284 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03780122 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10574247 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07050391 ---Validation accuracy:--- 0.962 Validation Loss: 0.13998574 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.050220165 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11744955 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.041630104 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1482123 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05913704 ---Validation accuracy:--- 0.9566 Validation Loss: 0.17078951 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0066061146 ---Validation accuracy:--- 0.964 Validation Loss: 0.1377177 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03600275 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12870182 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.046169925 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11583557 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.041456174 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13260101 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08588017 ---Validation accuracy:--- 0.967 Validation Loss: 0.12026597 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010443782 ---Validation accuracy:--- 0.97 Validation Loss: 0.109648876 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030034117 ---Validation accuracy:--- 0.971 Validation Loss: 0.10833067 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022214582 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11391001 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05602051 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10896361 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010769528 ---Validation accuracy:--- 0.9684 Validation Loss: 0.107714675 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004406384 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10692941 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010277867 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10415929 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.069101 ---Validation accuracy:--- 0.9692 Validation Loss: 0.109019555 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014661846 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106876954 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0138921 ---Validation accuracy:--- 0.969 Validation Loss: 0.11221887 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0069062244 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112115525 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036058836 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1167871 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03082807 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12829039 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035054326 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10833547 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014369655 ---Validation accuracy:--- 0.97 Validation Loss: 0.10932557 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010553503 ---Validation accuracy:--- 0.97 Validation Loss: 0.105278805 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011701337 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1079049 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0073169633 ---Validation accuracy:--- 0.97 Validation Loss: 0.10824291 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02448688 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11182652 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037024036 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1128635 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060518505 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13456354 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03555416 ---Validation accuracy:--- 0.9674 Validation Loss: 0.116813794 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0125678945 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119735755 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02832527 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11709891 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009428552 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113484085 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0389454 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11144899 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023011675 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1110416 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0056252466 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10962987 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010766207 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10769475 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014765265 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11088931 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005202664 ---Validation accuracy:--- 0.9692 Validation Loss: 0.113623805 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036755938 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1300563 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020929236 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12054654 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014888828 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112253174 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044799075 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10957153 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009570801 ---Validation accuracy:--- 0.9686 Validation Loss: 0.111215286 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021530595 ---Validation accuracy:--- 0.9684 Validation Loss: 0.117874414 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015542478 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12386299 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006639736 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11934683 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017823415 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119231276 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0147695495 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119682044 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0046723443 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11534995 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016511505 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111523144 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027389579 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11701128 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04296514 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11955225 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010950374 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11649749 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021678686 ---Validation accuracy:--- 0.9704 Validation Loss: 0.111926295 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016403422 ---Validation accuracy:--- 0.9728 Validation Loss: 0.107918985 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0112515045 ---Validation accuracy:--- 0.9724 Validation Loss: 0.1041776 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004535021 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10577429 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025279038 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10441328 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008283746 ---Validation accuracy:--- 0.972 Validation Loss: 0.10469391 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009873444 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10344618 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009534291 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10683623 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0102335345 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10292971 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06946566 ---Validation accuracy:--- 0.973 Validation Loss: 0.10676897 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014936499 ---Validation accuracy:--- 0.971 Validation Loss: 0.10737669 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03614913 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115398765 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.019802138 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10895668 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010975151 ---Validation accuracy:--- 0.9702 Validation Loss: 0.105980605 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037399596 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10537745 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006081112 ---Validation accuracy:--- 0.971 Validation Loss: 0.10642089 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0345997 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10574324 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008070091 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10769127 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012636009 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11664358 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024890758 ---Validation accuracy:--- 0.97 Validation Loss: 0.11436309 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01262471 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11298657 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029974787 ---Validation accuracy:--- 0.971 Validation Loss: 0.10821474 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0055761104 ---Validation accuracy:--- 0.9718 Validation Loss: 0.107032984 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025610045 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10753027 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042769074 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10573295 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00423639 ---Validation accuracy:--- 0.9722 Validation Loss: 0.1036689 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07166194 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109302185 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013131869 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10718295 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.066842735 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11142572 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02307946 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11309371 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03893422 ---Validation accuracy:--- 0.971 Validation Loss: 0.105262965 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007004378 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10589831 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025436413 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10897615 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038861617 ---Validation accuracy:--- 0.9712 Validation Loss: 0.099932946 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0190576 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12880908 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026089737 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11019293 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061075035 ---Validation accuracy:--- 0.9704 Validation Loss: 0.104826406 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0049261623 ---Validation accuracy:--- 0.971 Validation Loss: 0.10501814 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01396691 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10772445 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028865902 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10943278 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072570886 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11060869 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009008004 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10873868 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01110179 ---Validation accuracy:--- 0.9704 Validation Loss: 0.106497854 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051602884 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10698876 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.052083787 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1073952 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008649408 ---Validation accuracy:--- 0.971 Validation Loss: 0.10665315 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057852637 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10821505 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009062574 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10618748 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012250323 ---Validation accuracy:--- 0.9688 Validation Loss: 0.114776425 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023592155 ---Validation accuracy:--- 0.968 Validation Loss: 0.119214974 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01208443 ---Validation accuracy:--- 0.968 Validation Loss: 0.11680714 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071784947 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12271147 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010849783 ---Validation accuracy:--- 0.965 Validation Loss: 0.12710243 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05170574 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11531405 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008823726 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1131728 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.019017069 ---Validation accuracy:--- 0.97 Validation Loss: 0.11609196 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072368383 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1208281 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022873575 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1293385 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008910995 ---Validation accuracy:--- 0.966 Validation Loss: 0.1264717 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00704622 ---Validation accuracy:--- 0.9674 Validation Loss: 0.122134425 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006346121 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12029197 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009472871 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12233181 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015262217 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12556015 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017779792 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12154623 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017269546 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11696609 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039432526 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11560676 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024359897 ---Validation accuracy:--- 0.97 Validation Loss: 0.110242784 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039851576 ---Validation accuracy:--- 0.971 Validation Loss: 0.10696311 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0046799923 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10723236 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011574267 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10732105 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022220617 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11866468 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037196076 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115206674 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028742775 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11193563 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028659426 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11117135 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.037666295 ---Validation accuracy:--- 0.97 Validation Loss: 0.11624654 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016616184 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11046975 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0095511805 ---Validation accuracy:--- 0.9716 Validation Loss: 0.108900465 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.05613637 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1340452 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013232602 ---Validation accuracy:--- 0.968 Validation Loss: 0.11880822 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013798166 ---Validation accuracy:--- 0.9688 Validation Loss: 0.117612354 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0067496262 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12337638 Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08222372 ---Validation accuracy:--- 0.9668 Validation Loss: 0.124578625 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011469471 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12300146 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008260456 ---Validation accuracy:--- 0.966 Validation Loss: 0.133676 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.081237316 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12982559 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021490471 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12598656 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04362181 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11555244 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008362322 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11094532 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051707583 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11193568 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025208093 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1126599 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010104435 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11623838 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.063779704 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11311499 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009280245 ---Validation accuracy:--- 0.9696 Validation Loss: 0.112180345 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033590894 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11350282 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0369661 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12485404 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027658783 ---Validation accuracy:--- 0.9678 Validation Loss: 0.114492245 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0113535 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11448535 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03345959 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10828169 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054952975 ---Validation accuracy:--- 0.9688 Validation Loss: 0.120625146 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02472174 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11357383 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03024854 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120983 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014488978 ---Validation accuracy:--- 0.968 Validation Loss: 0.12035681 Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036083784 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119728565 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028081343 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12941827 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011110447 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11766299 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053623747 ---Validation accuracy:--- 0.9676 Validation Loss: 0.122452736 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007714918 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1149573 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010328765 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11285873 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043939594 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111642405 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00652097 ---Validation accuracy:--- 0.969 Validation Loss: 0.110578366 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031812523 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11110797 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021965535 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11224401 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03356312 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11581509 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039579235 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11035644 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068786694 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10721521 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03003076 ---Validation accuracy:--- 0.972 Validation Loss: 0.10783181 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031724866 ---Validation accuracy:--- 0.972 Validation Loss: 0.10689786 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017611131 ---Validation accuracy:--- 0.9696 Validation Loss: 0.113895945 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020366311 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11057341 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029069196 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11795851 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01351321 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12154658 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008320753 ---Validation accuracy:--- 0.967 Validation Loss: 0.12075381 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017991012 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1077191 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01055536 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10604246 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0953781 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11624993 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01868901 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1078051 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008513439 ---Validation accuracy:--- 0.97 Validation Loss: 0.11837096 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0194196 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11930923 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0357121 ---Validation accuracy:--- 0.969 Validation Loss: 0.12118687 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005602449 ---Validation accuracy:--- 0.97 Validation Loss: 0.11700802 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041088764 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11793447 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062035476 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11712861 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008194577 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11700606 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0052810167 ---Validation accuracy:--- 0.9698 Validation Loss: 0.118072204 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012622219 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11693948 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006444872 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11775393 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015670536 ---Validation accuracy:--- 0.97 Validation Loss: 0.11648066 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054938286 ---Validation accuracy:--- 0.971 Validation Loss: 0.116391174 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027945155 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11772843 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011566845 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12155004 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008505956 ---Validation accuracy:--- 0.969 Validation Loss: 0.12117945 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01967257 ---Validation accuracy:--- 0.9684 Validation Loss: 0.122111805 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034097772 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14878225 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046240773 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1227333 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073233964 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11937776 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016476663 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12729324 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013289542 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12937805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0063211275 ---Validation accuracy:--- 0.9706 Validation Loss: 0.118868776 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02671956 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11798845 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008050747 ---Validation accuracy:--- 0.97 Validation Loss: 0.11625916 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045036455 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12306257 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009778509 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1126864 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009061514 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12249126 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029954739 ---Validation accuracy:--- 0.9626 Validation Loss: 0.14511795 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.063667834 ---Validation accuracy:--- 0.9674 Validation Loss: 0.115903616 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031257164 ---Validation accuracy:--- 0.967 Validation Loss: 0.11346694 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003956156 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109429404 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015399005 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10775565 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037783146 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1069938 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045344494 ---Validation accuracy:--- 0.97 Validation Loss: 0.10809162 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041853786 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12089527 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11856186 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11675186 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011566098 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114079215 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0125798425 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11684471 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013080632 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104337685 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011691935 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10356716 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012059118 ---Validation accuracy:--- 0.972 Validation Loss: 0.10369927 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011102778 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10245818 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011251412 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10259712 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.097431116 ---Validation accuracy:--- 0.966 Validation Loss: 0.124180496 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010208347 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11425898 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016176099 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10699291 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014981053 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11827653 Epoch: 8 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0.10665561 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033355393 ---Validation accuracy:--- 0.966 Validation Loss: 0.114644095 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0623085 ---Validation accuracy:--- 0.968 Validation Loss: 0.11264286 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011215654 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10907345 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04596713 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10612119 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019981276 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1073459 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02717424 ---Validation accuracy:--- 0.966 Validation Loss: 0.121865064 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033973943 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12135215 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016581014 ---Validation accuracy:--- 0.967 Validation Loss: 0.12000923 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03280941 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12611307 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03478834 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12533471 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040303115 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11693726 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.077900715 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11227822 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016996378 ---Validation accuracy:--- 0.971 Validation Loss: 0.10596321 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03877301 ---Validation accuracy:--- 0.971 Validation Loss: 0.10241206 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014796939 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10432935 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034684893 ---Validation 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0.031464104 ---Validation accuracy:--- 0.97 Validation Loss: 0.105901636 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019545207 ---Validation accuracy:--- 0.971 Validation Loss: 0.10229578 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022226153 ---Validation accuracy:--- 0.9726 Validation Loss: 0.106383875 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01559051 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10908772 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007839311 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106882334 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003967502 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10553931 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06972155 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107148804 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009637599 ---Validation accuracy:--- 0.972 Validation Loss: 0.10299704 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022703735 ---Validation accuracy:--- 0.972 Validation Loss: 0.10295447 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030928679 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10736886 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0056898864 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10401199 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009510311 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10841947 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061394416 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13288118 Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14894888 ---Validation accuracy:--- 0.951 Validation Loss: 0.16801652 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016544636 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13831653 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00674623 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12588882 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.027435102 ---Validation accuracy:--- 0.968 Validation Loss: 0.116952285 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02540349 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13067172 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020231241 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113486886 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04628174 ---Validation accuracy:--- 0.9696 Validation Loss: 0.107593715 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07734726 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107371695 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00687757 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10687134 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019373145 ---Validation accuracy:--- 0.9682 Validation Loss: 0.119894296 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021143744 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1199737 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041298375 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10820332 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013455426 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13091291 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013714748 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13054697 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026536547 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12825917 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010326679 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12898801 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026471507 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15593392 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01350072 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13787566 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02547677 ---Validation accuracy:--- 0.9662 Validation 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0.9634 Validation Loss: 0.13574041 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010740672 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13640514 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.051077396 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15527974 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018896861 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12992749 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024951799 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12623563 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027724618 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1150589 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08363869 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18710764 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025147043 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11353253 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043863047 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11778062 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025973596 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10942072 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01563224 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11037409 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011093508 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10589049 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015929982 ---Validation accuracy:--- 0.965 Validation Loss: 0.12066771 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021733928 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11060039 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07103336 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11048777 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015188989 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10264228 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0138463285 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10091677 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044219445 ---Validation accuracy:--- 0.9682 Validation Loss: 0.115182005 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0158736 ---Validation accuracy:--- 0.9684 Validation Loss: 0.117329784 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023404362 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11205509 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006511409 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10897921 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014945844 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11020454 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008598786 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10702533 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013008454 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104711086 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019607032 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10603546 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012435919 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1017649 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015248152 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11036958 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01202666 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11239812 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02544191 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10090947 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054037864 ---Validation accuracy:--- 0.9742 Validation Loss: 0.099426724 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0037068662 ---Validation accuracy:--- 0.974 Validation Loss: 0.09852666 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039072588 ---Validation accuracy:--- 0.9728 Validation Loss: 0.098955296 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0057195006 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10143882 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06527931 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10834761 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014563508 ---Validation accuracy:--- 0.971 Validation Loss: 0.101624645 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021147694 ---Validation accuracy:--- 0.971 Validation Loss: 0.10639895 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022103155 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112038806 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.036647458 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104213305 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054787092 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104279086 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0132866325 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11891565 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031082137 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10793263 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11031675 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14733133 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05750884 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11702256 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010845951 ---Validation accuracy:--- 0.967 Validation Loss: 0.11306732 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036485985 ---Validation accuracy:--- 0.97 Validation Loss: 0.10433367 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021537459 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10079532 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008638556 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10560181 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036033876 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10099602 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009095497 ---Validation accuracy:--- 0.972 Validation Loss: 0.099969864 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00956973 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10469239 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01353645 ---Validation accuracy:--- 0.9726 Validation Loss: 0.101033695 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03452745 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10017488 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008698369 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10397756 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01837582 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10343218 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004429734 ---Validation accuracy:--- 0.9698 Validation Loss: 0.104329176 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00522932 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103411034 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01849279 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10437266 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018751722 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09982901 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045642637 ---Validation accuracy:--- 0.9664 Validation Loss: 0.122566685 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036722507 ---Validation accuracy:--- 0.969 Validation Loss: 0.11481073 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022373712 ---Validation accuracy:--- 0.971 Validation Loss: 0.106011696 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010259498 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10349967 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0557158 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11563764 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019526646 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11678809 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010650034 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11348284 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009681015 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10957742 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.070772104 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11207435 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05293032 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11822947 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045833825 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11770645 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012601162 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10912174 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012404875 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11064679 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0065987064 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109146506 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0060849334 ---Validation accuracy:--- 0.969 Validation Loss: 0.11163613 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073558567 ---Validation accuracy:--- 0.9704 Validation Loss: 0.108489566 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004109881 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109634586 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025815904 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11035831 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05476081 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10196215 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036817675 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10296853 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036743472 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10169037 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0071108676 ---Validation accuracy:--- 0.9724 Validation Loss: 0.107461266 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009657356 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10047526 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041483417 ---Validation accuracy:--- 0.974 Validation Loss: 0.103174046 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004742141 ---Validation accuracy:--- 0.9732 Validation Loss: 0.1012592 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008208895 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112815835 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032000754 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10604744 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012016347 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11317777 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.046778888 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10811804 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035390694 ---Validation accuracy:--- 0.971 Validation Loss: 0.10405895 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.035426717 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1155398 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0072326898 ---Validation accuracy:--- 0.968 Validation Loss: 0.11530908 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005235072 ---Validation accuracy:--- 0.968 Validation Loss: 0.11316082 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00862535 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11321046 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.016579516 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11578547 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0059758555 ---Validation accuracy:--- 0.9714 Validation Loss: 0.111478455 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004326964 ---Validation accuracy:--- 0.9714 Validation Loss: 0.109748304 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044080805 ---Validation accuracy:--- 0.968 Validation Loss: 0.12437187 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056096144 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12322568 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015644714 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12238098 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03188743 ---Validation accuracy:--- 0.9668 Validation Loss: 0.124183804 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02218486 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12344752 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0063643707 ---Validation accuracy:--- 0.97 Validation Loss: 0.11007172 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042355347 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119009875 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026213568 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12075502 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027768238 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11691404 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006002449 ---Validation accuracy:--- 0.9704 Validation Loss: 0.116601646 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010002284 ---Validation accuracy:--- 0.972 Validation Loss: 0.111652955 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007811178 ---Validation accuracy:--- 0.9728 Validation Loss: 0.106801964 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04375492 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11465846 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.030064797 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13284832 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045513255 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11707711 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030766763 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11184802 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019424431 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11381936 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.020733653 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13385338 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0082722865 ---Validation accuracy:--- 0.968 Validation Loss: 0.1141306 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037335236 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10975475 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053317286 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10930289 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020060366 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10799459 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040143408 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10667433 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013441019 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10594185 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0041480367 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104742676 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019596072 ---Validation accuracy:--- 0.9718 Validation Loss: 0.105001844 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013611095 ---Validation accuracy:--- 0.9726 Validation Loss: 0.100306936 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012374155 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11278886 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0055013173 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10785327 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0150334025 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11214929 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028987331 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11134522 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033440704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11567041 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004950646 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114378855 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02250626 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1092271 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009791153 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10700593 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033681064 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10804961 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006174662 ---Validation accuracy:--- 0.9732 Validation Loss: 0.106503196 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015674701 ---Validation accuracy:--- 0.971 Validation Loss: 0.11404038 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011384767 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11025454 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028603485 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12022534 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015599686 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10905527 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.013204591 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10483296 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028860519 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10990577 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02717061 ---Validation accuracy:--- 0.9698 Validation Loss: 0.113121375 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03525059 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10792085 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023199286 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10545087 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033361197 ---Validation accuracy:--- 0.973 Validation Loss: 0.105575964 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0132704545 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10735231 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008456129 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11725838 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05703551 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12637384 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02021162 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11216903 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.065369375 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10973176 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068348856 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10621553 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007283194 ---Validation accuracy:--- 0.9712 Validation Loss: 0.105390586 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008122364 ---Validation accuracy:--- 0.971 Validation Loss: 0.107010305 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.080452025 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10747562 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0111176325 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10955049 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074596517 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10883783 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0038445026 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10726198 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010026655 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10455617 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04256711 ---Validation accuracy:--- 0.97 Validation Loss: 0.107185096 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.024861172 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10822101 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035419243 ---Validation accuracy:--- 0.969 Validation Loss: 0.11589861 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023893104 ---Validation accuracy:--- 0.9682 Validation Loss: 0.122821145 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028220443 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1211332 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037869535 ---Validation accuracy:--- 0.9542 Validation Loss: 0.18521428 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050953444 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12586829 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030395145 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12871706 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008374411 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12201731 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010383117 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1244012 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007336557 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12025765 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005684881 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116820924 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.039356943 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13235863 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0070272894 ---Validation accuracy:--- 0.967 Validation Loss: 0.1275527 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011653111 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12042573 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03466965 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1383825 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02202921 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19209321 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05610331 ---Validation accuracy:--- 0.9574 Validation Loss: 0.16363804 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059696417 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12653354 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010086026 ---Validation accuracy:--- 0.968 Validation Loss: 0.12725046 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004100933 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12696399 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050048344 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11705059 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03389807 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11016156 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010834081 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11144033 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040381927 ---Validation accuracy:--- 0.968 Validation Loss: 0.12307229 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011635513 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1157166 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044352934 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11459956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01416373 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11199907 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013210514 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11245469 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0067322687 ---Validation accuracy:--- 0.971 Validation Loss: 0.10751018 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017477196 ---Validation accuracy:--- 0.967 Validation Loss: 0.117853016 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046232205 ---Validation accuracy:--- 0.97 Validation Loss: 0.11661134 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.075113066 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12107147 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014571914 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114220165 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02455514 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12031695 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012363615 ---Validation accuracy:--- 0.97 Validation Loss: 0.11212007 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018101064 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10935915 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057484854 ---Validation accuracy:--- 0.97 Validation Loss: 0.11247733 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04007956 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117957376 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020433282 ---Validation accuracy:--- 0.9682 Validation Loss: 0.112680666 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0330596 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10900862 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055481605 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109717965 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022217434 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10260714 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017574934 ---Validation accuracy:--- 0.97 Validation Loss: 0.105974965 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009663586 ---Validation accuracy:--- 0.968 Validation Loss: 0.11540085 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014040839 ---Validation accuracy:--- 0.969 Validation Loss: 0.107951395 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0067268927 ---Validation accuracy:--- 0.9712 Validation Loss: 0.106159836 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019648157 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10591638 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042396374 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118059374 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007542348 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117056005 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034510206 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11572774 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015489689 ---Validation accuracy:--- 0.969 Validation Loss: 0.1168133 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.037287477 ---Validation accuracy:--- 0.967 Validation Loss: 0.12790845 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0052717533 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11229646 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008208327 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11326216 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012655183 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11349043 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08415419 ---Validation accuracy:--- 0.961 Validation Loss: 0.1406485 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03032542 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11217151 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008650216 ---Validation accuracy:--- 0.97 Validation Loss: 0.1109784 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050219603 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11455393 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023059174 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11411276 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008645287 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11046178 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0105549935 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10929828 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007671307 ---Validation accuracy:--- 0.9718 Validation Loss: 0.105941966 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033844747 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10870562 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012515809 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1075884 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010009918 ---Validation accuracy:--- 0.97 Validation Loss: 0.11069223 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012351984 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10960984 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038632765 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1112438 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008007696 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10891184 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010229886 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11129374 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029801996 ---Validation accuracy:--- 0.97 Validation Loss: 0.1092563 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01490782 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11350768 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05356222 ---Validation accuracy:--- 0.968 Validation Loss: 0.11346717 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004864424 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1170826 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073766727 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10361902 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02169229 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10312936 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014072857 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107030064 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010586986 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10594213 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013924885 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1095991 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0451723 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10992588 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035658693 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107775755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0037410015 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1077255 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011207495 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1077709 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007791362 ---Validation accuracy:--- 0.97 Validation Loss: 0.11335946 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062271464 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11130329 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073434673 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112675734 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032013763 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11260415 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033821393 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108569674 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068321754 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1096828 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034147155 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11243154 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034552384 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13245389 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048452713 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10762615 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014423742 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10147992 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.026206808 ---Validation accuracy:--- 0.9714 Validation Loss: 0.103357434 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004565748 ---Validation accuracy:--- 0.971 Validation Loss: 0.10531574 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003780963 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10431455 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007856664 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10468087 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027757596 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10762907 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02742596 ---Validation accuracy:--- 0.973 Validation Loss: 0.10370094 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018934553 ---Validation accuracy:--- 0.9732 Validation Loss: 0.102345444 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0900746 ---Validation accuracy:--- 0.9716 Validation Loss: 0.107929565 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0131066535 ---Validation accuracy:--- 0.971 Validation Loss: 0.10610981 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012124414 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10404004 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004640137 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10210177 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050274716 ---Validation accuracy:--- 0.972 Validation Loss: 0.10251451 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013768234 ---Validation accuracy:--- 0.9722 Validation Loss: 0.1045047 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032832816 ---Validation accuracy:--- 0.9716 Validation Loss: 0.111167505 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011917464 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11365381 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008928661 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11142018 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054176114 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11672723 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023693627 ---Validation accuracy:--- 0.968 Validation Loss: 0.11851826 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011956552 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11096331 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011088427 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115722254 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076393527 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124415345 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046894982 ---Validation accuracy:--- 0.9672 Validation Loss: 0.119965956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007831776 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11501186 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014280593 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11992232 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005891792 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1149741 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0078803925 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11756828 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04009203 ---Validation accuracy:--- 0.9714 Validation Loss: 0.110619485 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07611369 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10628458 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027187323 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11006356 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.012974219 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10936808 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009271073 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11133844 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074527995 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11488201 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025668593 ---Validation accuracy:--- 0.97 Validation Loss: 0.11423296 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03659662 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115222216 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019654531 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11146754 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016589304 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10741805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0042592986 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10569868 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0058208536 ---Validation accuracy:--- 0.971 Validation Loss: 0.107100345 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022157647 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10436115 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036297534 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10413538 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.063806474 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11501578 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008590669 ---Validation accuracy:--- 0.9682 Validation Loss: 0.120018125 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0065017175 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11928928 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073141926 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117464736 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008672304 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10483664 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0332886 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10729426 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0082117915 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10111229 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.071566105 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09963102 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003823492 ---Validation accuracy:--- 0.9736 Validation Loss: 0.0989138 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02258461 ---Validation accuracy:--- 0.9744 Validation Loss: 0.099982515 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010568651 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10822742 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073912223 ---Validation accuracy:--- 0.973 Validation Loss: 0.104649805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028819514 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10419746 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0087861 ---Validation accuracy:--- 0.974 Validation Loss: 0.103074856 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00500989 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10631269 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0077143307 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10730736 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07673786 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11141516 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.016972817 ---Validation accuracy:--- 0.9664 Validation Loss: 0.13638785 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009863134 ---Validation accuracy:--- 0.968 Validation Loss: 0.12608728 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067846 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1170521 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0842966 ---Validation accuracy:--- 0.9688 Validation Loss: 0.120485105 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009750452 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12609443 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00858555 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11210675 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01356497 ---Validation accuracy:--- 0.972 Validation Loss: 0.100019336 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015942313 ---Validation accuracy:--- 0.9734 Validation Loss: 0.100688726 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0385915 ---Validation accuracy:--- 0.9718 Validation Loss: 0.107406676 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03877122 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12623306 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007401154 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12250865 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039113544 ---Validation accuracy:--- 0.971 Validation Loss: 0.11596374 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006861361 ---Validation accuracy:--- 0.9726 Validation Loss: 0.103780836 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073948205 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108965054 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007823809 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10305027 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1017645 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114848875 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04049776 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13826953 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005027205 ---Validation accuracy:--- 0.965 Validation Loss: 0.12092527 Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.072521865 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19696106 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018249977 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11673526 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012488463 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10852599 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032677993 ---Validation accuracy:--- 0.97 Validation Loss: 0.102812596 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03268124 ---Validation accuracy:--- 0.97 Validation Loss: 0.10220167 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009174709 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10104062 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015204448 ---Validation accuracy:--- 0.9726 Validation Loss: 0.102004096 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0212401 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10167565 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028273864 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10186403 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008331135 ---Validation accuracy:--- 0.97 Validation Loss: 0.106069505 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013748999 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10892691 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028860895 ---Validation accuracy:--- 0.9654 Validation Loss: 0.118557975 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085458644 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11284083 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055802938 ---Validation accuracy:--- 0.9734 Validation Loss: 0.101041175 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008183274 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107034005 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.033980537 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107112475 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025673883 ---Validation accuracy:--- 0.973 Validation Loss: 0.10008769 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023332959 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10082266 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012374374 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09974243 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0059284144 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09873098 Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06246081 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10246583 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0066142427 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10515488 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0075349277 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10593174 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04069965 ---Validation accuracy:--- 0.975 Validation Loss: 0.09957115 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009291441 ---Validation accuracy:--- 0.973 Validation Loss: 0.101021335 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.017167881 ---Validation accuracy:--- 0.9734 Validation Loss: 0.099708304 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024157053 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11020962 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01751392 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112636045 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07971409 ---Validation accuracy:--- 0.971 Validation Loss: 0.109634474 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017211253 ---Validation accuracy:--- 0.9708 Validation Loss: 0.105572045 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007479337 ---Validation accuracy:--- 0.971 Validation Loss: 0.10527273 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0071195513 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10316702 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02149375 ---Validation accuracy:--- 0.971 Validation Loss: 0.1089974 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006274519 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10193426 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042677283 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10698664 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03513129 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09811001 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036461614 ---Validation accuracy:--- 0.972 Validation Loss: 0.10185464 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059590712 ---Validation accuracy:--- 0.9744 Validation Loss: 0.093217224 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046380747 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10204824 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074662454 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10344482 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034378063 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10626355 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062251184 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10214635 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016298523 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09954153 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011520195 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10282322 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0454111 ---Validation 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0.016326476 ---Validation accuracy:--- 0.9726 Validation Loss: 0.094629295 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0132732345 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101251446 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014290402 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10054424 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012592444 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10291864 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010064687 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10088197 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01658832 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100292966 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01814079 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09336851 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00963733 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10547009 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005911773 ---Validation accuracy:--- 0.973 Validation Loss: 0.1048897 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0099697355 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103525124 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030663952 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10521752 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010055296 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10165271 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01531865 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10910033 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0060154516 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10566528 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076902537 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11039007 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051342297 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09688635 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033095789 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09640434 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015401788 ---Validation accuracy:--- 0.9756 Validation Loss: 0.094682865 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01681795 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10022602 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02099043 ---Validation accuracy:--- 0.974 Validation Loss: 0.1007035 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037227802 ---Validation accuracy:--- 0.9748 Validation Loss: 0.10343507 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004528975 ---Validation accuracy:--- 0.9742 Validation Loss: 0.104262404 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04409599 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10865772 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010006058 ---Validation accuracy:--- 0.974 Validation Loss: 0.0996047 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0107416585 ---Validation accuracy:--- 0.9744 Validation Loss: 0.10000859 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007956905 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10021641 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01691569 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10132384 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014457513 ---Validation accuracy:--- 0.9724 Validation Loss: 0.101274475 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0650011 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10421397 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00860327 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10514644 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059532285 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10380021 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054466657 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107128024 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009612 ---Validation accuracy:--- 0.9728 Validation Loss: 0.106651664 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010413731 ---Validation accuracy:--- 0.972 Validation Loss: 0.111461364 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034714458 ---Validation accuracy:--- 0.9722 Validation Loss: 0.107202515 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008413925 ---Validation accuracy:--- 0.9734 Validation Loss: 0.1084658 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043876484 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10838945 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02300065 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109332725 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014309721 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10605957 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005874896 ---Validation accuracy:--- 0.9728 Validation Loss: 0.103963956 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10191864 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13648517 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021935642 ---Validation accuracy:--- 0.969 Validation Loss: 0.11622544 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014865829 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12054812 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023477836 ---Validation accuracy:--- 0.97 Validation Loss: 0.11639757 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0050695757 ---Validation accuracy:--- 0.9696 Validation Loss: 0.115997925 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014356043 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11002029 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030615319 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12906802 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009221547 ---Validation accuracy:--- 0.968 Validation Loss: 0.122007445 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055548656 ---Validation accuracy:--- 0.971 Validation Loss: 0.11057675 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02554666 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10611528 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029018164 ---Validation accuracy:--- 0.968 Validation Loss: 0.119539976 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0089040315 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11699579 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025030563 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1140527 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031704586 ---Validation accuracy:--- 0.97 Validation Loss: 0.11273901 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.016046418 ---Validation accuracy:--- 0.969 Validation Loss: 0.11550041 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.041282415 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11120449 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009139696 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11295875 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061608285 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109777465 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065108063 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10788268 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047501635 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1090313 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0040977686 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10909158 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046124525 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10797283 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0100863995 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10709674 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007908122 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10460913 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012095897 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10447816 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008675127 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10900709 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009389315 ---Validation accuracy:--- 0.9724 Validation Loss: 0.103360794 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008321569 ---Validation accuracy:--- 0.9716 Validation Loss: 0.101829186 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017026192 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10161147 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012085187 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10161825 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017807625 ---Validation accuracy:--- 0.972 Validation Loss: 0.101376235 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012462281 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10042589 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004322901 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10179375 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056865644 ---Validation accuracy:--- 0.973 Validation Loss: 0.107168674 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008491812 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10721959 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03240051 ---Validation accuracy:--- 0.9722 Validation Loss: 0.109654345 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004838744 ---Validation accuracy:--- 0.9708 Validation Loss: 0.109106265 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011505475 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11211194 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033917872 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1107364 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0022938796 ---Validation accuracy:--- 0.972 Validation Loss: 0.11018574 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0307811 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116708755 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047299783 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12536174 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012134404 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12259416 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045474336 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12454663 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021130271 ---Validation accuracy:--- 0.971 Validation Loss: 0.11475409 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0090331165 ---Validation accuracy:--- 0.9706 Validation Loss: 0.110408776 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003062525 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11083677 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009241776 ---Validation accuracy:--- 0.971 Validation Loss: 0.10830427 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045805294 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10588629 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010457881 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10700207 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0117112305 ---Validation accuracy:--- 0.972 Validation Loss: 0.10439436 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022274502 ---Validation accuracy:--- 0.972 Validation Loss: 0.1064908 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05027895 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10786892 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033299467 ---Validation accuracy:--- 0.9698 Validation Loss: 0.116851464 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01023638 ---Validation accuracy:--- 0.9702 Validation Loss: 0.115566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003969406 ---Validation accuracy:--- 0.971 Validation Loss: 0.11480613 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038673421 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11436283 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0135383 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11416377 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0048620165 ---Validation accuracy:--- 0.97 Validation Loss: 0.11036134 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044478316 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10916191 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005881113 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12134648 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030125251 ---Validation accuracy:--- 0.969 Validation Loss: 0.11672687 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012238107 ---Validation accuracy:--- 0.969 Validation Loss: 0.11916432 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0215298 ---Validation accuracy:--- 0.965 Validation Loss: 0.124198586 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052915877 ---Validation accuracy:--- 0.9684 Validation Loss: 0.118905276 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.092323504 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13940169 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008485648 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13191712 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017221818 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13510993 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015495435 ---Validation accuracy:--- 0.9674 Validation Loss: 0.115053624 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030193808 ---Validation accuracy:--- 0.9686 Validation Loss: 0.113416284 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010434184 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11143807 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017525723 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10903651 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010994258 ---Validation accuracy:--- 0.97 Validation Loss: 0.10287084 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004228447 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11554294 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.075761765 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11669897 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07973073 ---Validation accuracy:--- 0.97 Validation Loss: 0.10228341 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05641339 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09813541 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01047601 ---Validation accuracy:--- 0.971 Validation Loss: 0.0981608 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065781907 ---Validation accuracy:--- 0.9724 Validation Loss: 0.096223906 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01310735 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09831451 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024061251 ---Validation accuracy:--- 0.97 Validation Loss: 0.10374846 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014378718 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10460202 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01934944 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10692871 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011751703 ---Validation accuracy:--- 0.969 Validation Loss: 0.1055294 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010734533 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10765576 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020831237 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10318596 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055427503 ---Validation accuracy:--- 0.97 Validation Loss: 0.10402232 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035910163 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1132713 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046098586 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10107898 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006840186 ---Validation accuracy:--- 0.9722 Validation Loss: 0.101112805 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0068400945 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10322014 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004872292 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10279257 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007160368 ---Validation accuracy:--- 0.971 Validation Loss: 0.103801295 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024490152 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10941248 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045134933 ---Validation accuracy:--- 0.9708 Validation Loss: 0.108587466 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0069774543 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10609635 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04536127 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10890064 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022350585 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10520147 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08090786 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11387279 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01878455 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10410797 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006214314 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10223058 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.033469714 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103568785 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.043523535 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10796726 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025423035 ---Validation accuracy:--- 0.97 Validation Loss: 0.11470718 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009901845 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10881826 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02739222 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10166291 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0042024856 ---Validation accuracy:--- 0.9726 Validation Loss: 0.099553466 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016099263 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09913002 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006650135 ---Validation accuracy:--- 0.9714 Validation Loss: 0.100893356 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.030762417 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11472307 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03219077 ---Validation accuracy:--- 0.966 Validation Loss: 0.12809236 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020622468 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11014536 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12027736 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11260375 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037232175 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11431934 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024943745 ---Validation accuracy:--- 0.97 Validation Loss: 0.11342068 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01993065 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10653341 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005325781 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10514482 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03198009 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10423677 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077008214 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10380359 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008805821 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11011975 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010562139 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11376127 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03355241 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10627549 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013362047 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1124209 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018299803 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10664817 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10186417 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116703965 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026693078 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13044617 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054007243 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12295549 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03273409 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11613122 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017012067 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11327106 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012514012 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1152487 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011579644 ---Validation accuracy:--- 0.969 Validation Loss: 0.11528855 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016851615 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11921052 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007557062 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11638812 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057306737 ---Validation accuracy:--- 0.967 Validation Loss: 0.11466791 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026537562 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11443937 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028210558 ---Validation accuracy:--- 0.969 Validation Loss: 0.105997585 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022680258 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10598224 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0105543425 ---Validation accuracy:--- 0.969 Validation Loss: 0.10508015 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033870006 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1099617 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020435092 ---Validation accuracy:--- 0.9686 Validation Loss: 0.108575 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058546104 ---Validation accuracy:--- 0.972 Validation Loss: 0.1059957 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0117566725 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1079519 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013347546 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11331377 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009741309 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11602353 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023428617 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11980829 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014680433 ---Validation accuracy:--- 0.969 Validation Loss: 0.11142874 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056981754 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11082315 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037511256 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118427224 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058693355 ---Validation accuracy:--- 0.968 Validation Loss: 0.1144495 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0056910915 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11450459 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012676673 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11594565 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01169225 ---Validation accuracy:--- 0.966 Validation Loss: 0.11606519 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025382152 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11238655 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005240377 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14339425 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0061313375 ---Validation accuracy:--- 0.961 Validation Loss: 0.13508968 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031699333 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11400382 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.018603893 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1147021 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021671176 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1148104 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023234148 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12497571 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015441746 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11486885 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0076877736 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11153501 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.018451808 ---Validation accuracy:--- 0.969 Validation Loss: 0.11085813 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009523887 ---Validation accuracy:--- 0.9686 Validation Loss: 0.112387426 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008020396 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10918606 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045887525 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10906606 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025749555 ---Validation accuracy:--- 0.969 Validation Loss: 0.110118665 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009685349 ---Validation accuracy:--- 0.969 Validation Loss: 0.11002644 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007958607 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10796863 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034159583 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10700913 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009105189 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11040349 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057921637 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10615626 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038769292 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108668625 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05303008 ---Validation accuracy:--- 0.9682 Validation Loss: 0.111922316 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01039662 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107499205 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034124833 ---Validation accuracy:--- 0.971 Validation Loss: 0.10610492 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011963945 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10660166 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042406693 ---Validation accuracy:--- 0.97 Validation Loss: 0.11650747 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004717176 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11557336 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00699736 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11800658 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008581776 ---Validation accuracy:--- 0.97 Validation Loss: 0.1119694 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004659058 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114699475 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034057542 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11000344 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005718581 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1090521 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0071651717 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11550427 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013726968 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11471072 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003785438 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1153043 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006886161 ---Validation accuracy:--- 0.9708 Validation Loss: 0.115402035 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.016151125 ---Validation accuracy:--- 0.97 Validation Loss: 0.11790242 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028084455 ---Validation accuracy:--- 0.967 Validation Loss: 0.13448718 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0659761 ---Validation accuracy:--- 0.968 Validation Loss: 0.119624086 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025617074 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11267767 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042688556 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1158384 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018903807 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11185863 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008538464 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11420567 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011959469 ---Validation accuracy:--- 0.9688 Validation Loss: 0.117988564 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0059368135 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11016432 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046106853 ---Validation accuracy:--- 0.965 Validation Loss: 0.121653125 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028432123 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10825524 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002574987 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10840155 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008856864 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11103678 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019322769 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10933119 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04463016 ---Validation accuracy:--- 0.969 Validation Loss: 0.11312661 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032490946 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1126333 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054584008 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119676635 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03151352 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11774097 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005572306 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11457566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0080993725 ---Validation accuracy:--- 0.97 Validation Loss: 0.11361256 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002794083 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11073562 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035696754 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10784098 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039986316 ---Validation accuracy:--- 0.9704 Validation Loss: 0.108058654 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032843691 ---Validation accuracy:--- 0.968 Validation Loss: 0.119979076 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056614485 ---Validation accuracy:--- 0.9686 Validation Loss: 0.117855765 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020005986 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12714645 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009978127 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11885464 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015904658 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11728416 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0049728025 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111734286 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004660425 ---Validation accuracy:--- 0.97 Validation Loss: 0.10789535 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009572445 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11581997 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028475335 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112214364 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027835336 ---Validation accuracy:--- 0.9716 Validation Loss: 0.111215286 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027791068 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11579601 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035158254 ---Validation accuracy:--- 0.971 Validation Loss: 0.11555066 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009274673 ---Validation accuracy:--- 0.971 Validation Loss: 0.10954309 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10974076 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12706067 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006434598 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11848316 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.015125163 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11506389 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034794815 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10973525 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009795453 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11541222 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03257418 ---Validation accuracy:--- 0.963 Validation Loss: 0.13244082 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004873854 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1267812 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018096272 ---Validation accuracy:--- 0.968 Validation Loss: 0.11402844 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004346643 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11785313 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03760201 ---Validation accuracy:--- 0.9676 Validation Loss: 0.116845876 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023744253 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11715549 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0070615425 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11909345 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14478433 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11720253 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07966406 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11209175 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018137913 ---Validation accuracy:--- 0.967 Validation Loss: 0.120288365 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02588063 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12096836 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01520478 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11063933 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036057863 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12255454 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11043647 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12671338 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017435804 ---Validation accuracy:--- 0.9626 Validation Loss: 0.15549688 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051543746 ---Validation accuracy:--- 0.967 Validation Loss: 0.120543234 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03708774 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12166272 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013609781 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11916582 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0105972625 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11391675 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016850557 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1059533 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010116062 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11192762 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012288506 ---Validation accuracy:--- 0.9702 Validation Loss: 0.103430785 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007801201 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09882417 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015696168 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10777191 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023230113 ---Validation accuracy:--- 0.967 Validation Loss: 0.1235755 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007852213 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12704216 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0060696914 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11967058 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023105001 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10780902 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037172228 ---Validation accuracy:--- 0.971 Validation Loss: 0.107400075 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058201565 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10263882 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008034096 ---Validation accuracy:--- 0.971 Validation Loss: 0.10505047 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0057226717 ---Validation accuracy:--- 0.969 Validation Loss: 0.10575112 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015671637 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1030104 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011718307 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10660344 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0102016805 ---Validation accuracy:--- 0.969 Validation Loss: 0.108390175 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077250195 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1021201 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01396257 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1023361 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027279854 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10597449 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0050053466 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10508017 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025118035 ---Validation accuracy:--- 0.971 Validation Loss: 0.10321852 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008591397 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10724835 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066144206 ---Validation accuracy:--- 0.9688 Validation Loss: 0.109423205 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023725475 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11249523 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037413817 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10946703 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004367933 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10937273 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054503037 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10735908 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026765934 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10650254 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013576673 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104227 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0061235945 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1032157 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03845335 ---Validation accuracy:--- 0.9732 Validation Loss: 0.098273695 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004220071 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09767621 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005955219 ---Validation accuracy:--- 0.972 Validation Loss: 0.09969945 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008500038 ---Validation accuracy:--- 0.9738 Validation Loss: 0.097423635 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010487215 ---Validation accuracy:--- 0.973 Validation Loss: 0.10039924 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01365705 ---Validation accuracy:--- 0.9712 Validation Loss: 0.102759935 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.015239481 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117978334 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020864692 ---Validation accuracy:--- 0.969 Validation Loss: 0.10875127 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005934696 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1064452 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040584102 ---Validation accuracy:--- 0.972 Validation Loss: 0.10917361 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0068685603 ---Validation accuracy:--- 0.971 Validation Loss: 0.10763075 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005137488 ---Validation accuracy:--- 0.972 Validation Loss: 0.10235691 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009949785 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11180369 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002160023 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1086895 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003999574 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1140326 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005608823 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10837948 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030573902 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10431918 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024114037 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10126244 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004870479 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10089392 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020370474 ---Validation accuracy:--- 0.9744 Validation Loss: 0.10076946 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029160662 ---Validation accuracy:--- 0.9698 Validation Loss: 0.120238736 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023474012 ---Validation accuracy:--- 0.97 Validation Loss: 0.11832909 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110136725 ---Validation accuracy:--- 0.962 Validation Loss: 0.15414341 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04488596 ---Validation accuracy:--- 0.966 Validation Loss: 0.13192974 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054470703 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12747675 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047768187 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11481642 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008141749 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12095336 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009522946 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12095527 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011568986 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12091731 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05946508 ---Validation accuracy:--- 0.962 Validation Loss: 0.15290064 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05247983 ---Validation accuracy:--- 0.9652 Validation Loss: 0.14282824 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0028764 ---Validation accuracy:--- 0.967 Validation Loss: 0.12927678 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055070883 ---Validation accuracy:--- 0.966 Validation Loss: 0.13253424 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012150353 ---Validation accuracy:--- 0.967 Validation Loss: 0.12793726 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00317038 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12684844 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006271175 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12866607 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028923 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11703338 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012865768 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11417326 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00913985 ---Validation accuracy:--- 0.9694 Validation Loss: 0.110711865 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05779816 ---Validation accuracy:--- 0.97 Validation Loss: 0.11203011 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012415547 ---Validation accuracy:--- 0.968 Validation Loss: 0.118189804 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02993348 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11575255 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011123656 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11386647 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01237575 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11532146 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01030803 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11449208 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010923348 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11920942 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03027537 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12016074 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06982064 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1115499 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039795343 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118929245 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046303958 ---Validation accuracy:--- 0.9708 Validation Loss: 0.112102084 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023500552 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112469934 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02038889 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11439111 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051910747 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11103234 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007256634 ---Validation accuracy:--- 0.97 Validation Loss: 0.11009862 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002785655 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10890871 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01673335 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10379799 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055500623 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11899413 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005161098 ---Validation accuracy:--- 0.968 Validation Loss: 0.111835025 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016460113 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107392624 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022653053 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11231792 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023874562 ---Validation accuracy:--- 0.97 Validation Loss: 0.1090012 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015348328 ---Validation accuracy:--- 0.971 Validation Loss: 0.10671471 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052842297 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11103385 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015869025 ---Validation accuracy:--- 0.971 Validation Loss: 0.11015885 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003383522 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11440195 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004105391 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11002947 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004112512 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10745105 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025771022 ---Validation accuracy:--- 0.972 Validation Loss: 0.103229076 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0332268 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10412892 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065253037 ---Validation accuracy:--- 0.9722 Validation Loss: 0.102255374 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006542859 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10243103 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007492902 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10602715 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010295686 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104270324 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052193445 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10431025 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003342461 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1051965 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012367789 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10703379 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008814627 ---Validation accuracy:--- 0.9718 Validation Loss: 0.109554514 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008755573 ---Validation accuracy:--- 0.97 Validation Loss: 0.11289231 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006581934 ---Validation accuracy:--- 0.9674 Validation Loss: 0.13007317 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013606081 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123276904 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054138913 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12131753 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03296351 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12069282 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0073748035 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11623103 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026795603 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11960176 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07645055 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11465609 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059920445 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11951441 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007105576 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11440559 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017586958 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11227964 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03487934 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108847134 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01520601 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11338047 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011404803 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109451 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01608684 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10727468 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005876044 ---Validation accuracy:--- 0.9702 Validation Loss: 0.106655225 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008408271 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10557088 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005031494 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11266926 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0057903402 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11054746 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0420489 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11984624 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008009786 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114866 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037411585 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111586034 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0072467118 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11420896 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051934086 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11266797 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057080075 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118781686 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0053485273 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1133225 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013750469 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1173932 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005897404 ---Validation accuracy:--- 0.9716 Validation Loss: 0.116012976 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039433535 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11800349 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019958312 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11734424 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06862333 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11457371 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031502068 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116321824 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011789391 ---Validation accuracy:--- 0.968 Validation Loss: 0.116529554 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004437034 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11447199 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020019993 ---Validation accuracy:--- 0.965 Validation Loss: 0.11854585 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005222054 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11563998 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004422807 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11163733 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05752589 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13774486 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046262365 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1204637 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009389931 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1166591 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033948645 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1148434 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046196617 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11157988 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008654506 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11494707 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012562329 ---Validation accuracy:--- 0.9694 Validation Loss: 0.110303394 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0071046934 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10698169 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009750152 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11174774 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13083136 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12439214 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011543615 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12201557 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017097436 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12975591 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011159097 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13319272 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01214618 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1231107 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0046535297 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11502218 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0096960375 ---Validation accuracy:--- 0.97 Validation Loss: 0.11287069 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03892452 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10717993 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0036338556 ---Validation accuracy:--- 0.97 Validation Loss: 0.10776266 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0076014246 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10487634 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010050164 ---Validation accuracy:--- 0.963 Validation Loss: 0.13558498 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045539504 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12595847 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04033183 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13165012 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07522879 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11085156 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024567297 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11363171 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06783511 ---Validation accuracy:--- 0.9656 Validation Loss: 0.122741275 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061307535 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11376938 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.025253298 ---Validation accuracy:--- 0.968 Validation Loss: 0.12533978 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013919106 ---Validation accuracy:--- 0.967 Validation Loss: 0.12450157 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024603633 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11478501 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024857529 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11092213 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.085378334 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11361526 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028592825 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109161496 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057848796 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10390623 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015716096 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10350515 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021589784 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10475038 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01818404 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10768047 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011158581 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10701685 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043004833 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10571045 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03194233 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10345113 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024777403 ---Validation accuracy:--- 0.972 Validation Loss: 0.10624697 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007608435 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10519954 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077603846 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10759473 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008571007 ---Validation accuracy:--- 0.972 Validation Loss: 0.10621335 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012308189 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10266662 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0044147805 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10339793 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06737301 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1111349 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010950356 ---Validation accuracy:--- 0.971 Validation Loss: 0.11109454 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.043893527 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11607693 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00786135 ---Validation accuracy:--- 0.971 Validation Loss: 0.11465925 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07481122 ---Validation accuracy:--- 0.9736 Validation Loss: 0.104906715 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03814794 ---Validation accuracy:--- 0.9766 Validation Loss: 0.09833292 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0074975453 ---Validation accuracy:--- 0.9754 Validation Loss: 0.10103813 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009545221 ---Validation accuracy:--- 0.976 Validation Loss: 0.102112 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009573113 ---Validation accuracy:--- 0.9752 Validation Loss: 0.1038916 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.011936934 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10937578 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009619897 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10878178 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030332026 ---Validation accuracy:--- 0.9732 Validation Loss: 0.104826294 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0056327377 ---Validation accuracy:--- 0.9734 Validation Loss: 0.104553744 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047547347 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10422839 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010286564 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10910377 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0088516995 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10942598 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039412705 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10317377 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03281422 ---Validation accuracy:--- 0.9728 Validation Loss: 0.1060505 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025090019 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10776009 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042730965 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10610295 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025941687 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1114095 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021939522 ---Validation accuracy:--- 0.9734 Validation Loss: 0.1091135 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012178424 ---Validation accuracy:--- 0.9736 Validation Loss: 0.106505625 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007730445 ---Validation accuracy:--- 0.9748 Validation Loss: 0.10325095 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013149509 ---Validation accuracy:--- 0.9728 Validation Loss: 0.105237305 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032979066 ---Validation accuracy:--- 0.973 Validation Loss: 0.10576974 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01436383 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11127527 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013790531 ---Validation accuracy:--- 0.973 Validation Loss: 0.104800954 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004464861 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10323081 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008997166 ---Validation accuracy:--- 0.973 Validation Loss: 0.1045412 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066241585 ---Validation accuracy:--- 0.9752 Validation Loss: 0.101687476 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0069719036 ---Validation accuracy:--- 0.9756 Validation Loss: 0.100629814 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022170424 ---Validation accuracy:--- 0.9712 Validation Loss: 0.116777785 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006639532 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12618242 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004961813 ---Validation accuracy:--- 0.9686 Validation Loss: 0.13139683 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06282299 ---Validation accuracy:--- 0.9702 Validation Loss: 0.124573246 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.040911388 ---Validation accuracy:--- 0.9738 Validation Loss: 0.111734286 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004565096 ---Validation accuracy:--- 0.9738 Validation Loss: 0.11101544 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03587457 ---Validation accuracy:--- 0.972 Validation Loss: 0.11748982 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025063965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.11072559 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0048165107 ---Validation accuracy:--- 0.971 Validation Loss: 0.11678731 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010283991 ---Validation accuracy:--- 0.966 Validation Loss: 0.13333154 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052701845 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118678175 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03485403 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11031443 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15389843 ---Validation accuracy:--- 0.9514 Validation Loss: 0.20124322 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1118569 ---Validation accuracy:--- 0.95 Validation Loss: 0.18638845 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027910857 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15358411 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054090314 ---Validation accuracy:--- 0.965 Validation Loss: 0.12595394 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03262412 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12250888 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021379668 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13083597 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015058962 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1091172 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0062323874 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108227745 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007904795 ---Validation accuracy:--- 0.972 Validation Loss: 0.10432881 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054001044 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103094555 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006602871 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108111925 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039967246 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10919755 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03848492 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10700852 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058693425 ---Validation accuracy:--- 0.9696 Validation Loss: 0.105843216 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0060939775 ---Validation accuracy:--- 0.97 Validation Loss: 0.10848832 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045368928 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11191244 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066575957 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11384869 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07084815 ---Validation accuracy:--- 0.968 Validation Loss: 0.11042493 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016363496 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11844857 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007792766 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10462854 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0059744 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1045015 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023954112 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117436595 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03819731 ---Validation accuracy:--- 0.969 Validation Loss: 0.11719977 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.083628066 ---Validation accuracy:--- 0.97 Validation Loss: 0.116245165 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014884226 ---Validation accuracy:--- 0.97 Validation Loss: 0.11469896 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015112886 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11230987 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0124114 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11366871 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005731485 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112083815 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0124149965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.11486731 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054492294 ---Validation accuracy:--- 0.9718 Validation Loss: 0.109470144 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0064307167 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1112699 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013322204 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11084414 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020437941 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11012924 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032962891 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11136543 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016759388 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10815286 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008545484 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11174097 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013219284 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108981274 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04100396 ---Validation accuracy:--- 0.9706 Validation Loss: 0.105676085 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023036141 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10666729 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.085972354 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11841643 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021385685 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11097081 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06295091 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11487283 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00972971 ---Validation accuracy:--- 0.97 Validation Loss: 0.108306676 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004263871 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10494664 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030927205 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10357483 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0320107 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10862424 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051145675 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117890194 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0072471825 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11263866 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010893946 ---Validation accuracy:--- 0.9728 Validation Loss: 0.104069345 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05062571 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11658938 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028230164 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11398163 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.035769448 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12694147 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014129701 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117318325 Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.069839366 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11877217 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010031508 ---Validation accuracy:--- 0.968 Validation Loss: 0.11385789 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013444892 ---Validation accuracy:--- 0.967 Validation Loss: 0.12057357 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041082967 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1151877 Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.063813835 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11013794 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009190273 ---Validation accuracy:--- 0.9724 Validation Loss: 0.109491505 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0090417825 ---Validation accuracy:--- 0.972 Validation Loss: 0.108095676 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007396661 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10924232 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04839243 ---Validation accuracy:--- 0.9708 Validation Loss: 0.111135885 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050487503 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11319763 Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078473985 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10947518 Wall time: 2min 43s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.98 Average Training Loss: 0.078473985 Average Validation Accuracy: 0.9714 Average Validation Loss: 0.10947518
It appears that adding more layers does not necessarily improve accuracy or time for this data set. In fact, the 5 layer 10 node model was the worst performer (avg training accuracy: 82%, avg validation accuracy: 75.6%) compared to all 2 layer and 5 layer models. In both 2 and 5 layer models, increasing the number of nodes generally increased performance. The best performing model, however, was Model 2 (2 layer 20 node) which averaged 100% training accuracy and 95.6% validation accuracy.
In the next model, I will build off of Model 2 and adjust other hyperparameters including number of epochs, batch size and learning rate.
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.01
n_epochs = 20
batch_size = 200
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_outputs = num_classes
#Create placeholder variables
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.3163033 ---Validation accuracy:--- 0.0822 Validation Loss: 2.3313577 Epoch: 0 ---Training accuracy:--- 0.065 Training Loss: 2.3221838 ---Validation accuracy:--- 0.085 Validation Loss: 2.3293192 Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.344547 ---Validation accuracy:--- 0.0862 Validation Loss: 2.326922 Epoch: 0 ---Training accuracy:--- 0.115 Training Loss: 2.3015022 ---Validation accuracy:--- 0.0888 Validation Loss: 2.3251207 Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.3274288 ---Validation accuracy:--- 0.0914 Validation Loss: 2.3230243 Epoch: 0 ---Training accuracy:--- 0.06 Training Loss: 2.3316236 ---Validation accuracy:--- 0.093 Validation Loss: 2.320863 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2992556 ---Validation accuracy:--- 0.0944 Validation Loss: 2.3192058 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3066673 ---Validation accuracy:--- 0.097 Validation Loss: 2.3172815 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.306973 ---Validation accuracy:--- 0.1004 Validation Loss: 2.3155034 Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.3220034 ---Validation accuracy:--- 0.1026 Validation Loss: 2.3135004 Epoch: 0 ---Training accuracy:--- 0.095 Training Loss: 2.291728 ---Validation accuracy:--- 0.1048 Validation Loss: 2.3116803 Epoch: 0 ---Training accuracy:--- 0.085 Training Loss: 2.3068242 ---Validation accuracy:--- 0.1068 Validation Loss: 2.3101442 Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3155375 ---Validation accuracy:--- 0.1094 Validation Loss: 2.3085089 Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2919886 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3066716 Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2988856 ---Validation accuracy:--- 0.117 Validation Loss: 2.3047068 Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2929392 ---Validation accuracy:--- 0.1188 Validation Loss: 2.3028965 Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2945132 ---Validation accuracy:--- 0.1214 Validation Loss: 2.3012824 Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.292629 ---Validation accuracy:--- 0.1236 Validation Loss: 2.2998433 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2890105 ---Validation accuracy:--- 0.1246 Validation Loss: 2.298204 Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2880616 ---Validation accuracy:--- 0.126 Validation Loss: 2.2964137 Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2870126 ---Validation accuracy:--- 0.1288 Validation Loss: 2.2946117 Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.2875075 ---Validation accuracy:--- 0.1304 Validation Loss: 2.2930176 Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.303022 ---Validation accuracy:--- 0.1322 Validation Loss: 2.2912645 Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.279351 ---Validation accuracy:--- 0.1348 Validation Loss: 2.2894008 Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.277865 ---Validation accuracy:--- 0.138 Validation Loss: 2.287609 Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.289002 ---Validation accuracy:--- 0.1404 Validation Loss: 2.285945 Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.275906 ---Validation accuracy:--- 0.1416 Validation Loss: 2.28415 Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.252618 ---Validation accuracy:--- 0.1412 Validation Loss: 2.2823985 Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.269273 ---Validation accuracy:--- 0.1422 Validation Loss: 2.2809916 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2887883 ---Validation accuracy:--- 0.1452 Validation Loss: 2.2794142 Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2893827 ---Validation accuracy:--- 0.1462 Validation Loss: 2.278 Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.300219 ---Validation accuracy:--- 0.15 Validation Loss: 2.276508 Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.2791033 ---Validation accuracy:--- 0.1526 Validation Loss: 2.2749758 Epoch: 0 ---Training accuracy:--- 0.135 Training Loss: 2.2664013 ---Validation accuracy:--- 0.154 Validation Loss: 2.2732544 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2729297 ---Validation accuracy:--- 0.155 Validation Loss: 2.2719285 Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2585502 ---Validation accuracy:--- 0.1572 Validation Loss: 2.2703261 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.2400897 ---Validation accuracy:--- 0.1594 Validation Loss: 2.2685988 Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2426279 ---Validation accuracy:--- 0.1598 Validation Loss: 2.266689 Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.2561975 ---Validation accuracy:--- 0.162 Validation Loss: 2.2649465 Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.257369 ---Validation accuracy:--- 0.163 Validation Loss: 2.2633111 Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2571795 ---Validation accuracy:--- 0.1626 Validation Loss: 2.2617157 Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.2530854 ---Validation accuracy:--- 0.1636 Validation Loss: 2.2601378 Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.2569168 ---Validation accuracy:--- 0.1656 Validation Loss: 2.2586508 Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.2464592 ---Validation accuracy:--- 0.1674 Validation Loss: 2.2568917 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.26651 ---Validation accuracy:--- 0.171 Validation Loss: 2.25528 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2571692 ---Validation accuracy:--- 0.172 Validation Loss: 2.2538414 Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.228846 ---Validation accuracy:--- 0.1732 Validation Loss: 2.2521183 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2288694 ---Validation accuracy:--- 0.1744 Validation Loss: 2.250718 Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2429202 ---Validation accuracy:--- 0.1762 Validation Loss: 2.2491262 Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2296755 ---Validation accuracy:--- 0.1764 Validation Loss: 2.2473733 Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2527535 ---Validation accuracy:--- 0.1782 Validation Loss: 2.2458675 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2394667 ---Validation accuracy:--- 0.1816 Validation Loss: 2.2442784 Epoch: 0 ---Training accuracy:--- 0.195 Training Loss: 2.2371764 ---Validation accuracy:--- 0.1858 Validation Loss: 2.2426858 Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2668781 ---Validation accuracy:--- 0.186 Validation Loss: 2.2413478 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2434597 ---Validation accuracy:--- 0.1898 Validation Loss: 2.2395294 Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.2107892 ---Validation accuracy:--- 0.1926 Validation Loss: 2.2378983 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.22761 ---Validation accuracy:--- 0.194 Validation Loss: 2.236261 Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.223111 ---Validation accuracy:--- 0.195 Validation Loss: 2.2344484 Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.2535963 ---Validation accuracy:--- 0.1966 Validation Loss: 2.232943 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2122555 ---Validation accuracy:--- 0.1982 Validation Loss: 2.2310588 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2072866 ---Validation accuracy:--- 0.2006 Validation Loss: 2.229141 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2116833 ---Validation accuracy:--- 0.2036 Validation Loss: 2.2272718 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2274618 ---Validation accuracy:--- 0.2062 Validation Loss: 2.2255259 Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2303147 ---Validation accuracy:--- 0.2086 Validation Loss: 2.2237165 Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2175732 ---Validation accuracy:--- 0.209 Validation Loss: 2.2219381 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.2092862 ---Validation accuracy:--- 0.2108 Validation Loss: 2.220158 Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2232714 ---Validation accuracy:--- 0.2126 Validation Loss: 2.2184684 Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2123358 ---Validation accuracy:--- 0.2152 Validation Loss: 2.2165143 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.2055826 ---Validation accuracy:--- 0.2166 Validation Loss: 2.214552 Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.2060032 ---Validation accuracy:--- 0.219 Validation Loss: 2.212832 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1964278 ---Validation accuracy:--- 0.2212 Validation Loss: 2.210971 Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2128217 ---Validation accuracy:--- 0.2226 Validation Loss: 2.209077 Epoch: 0 ---Training accuracy:--- 0.235 Training Loss: 2.1986728 ---Validation accuracy:--- 0.2238 Validation Loss: 2.2070227 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1938467 ---Validation accuracy:--- 0.225 Validation Loss: 2.2048628 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1948838 ---Validation accuracy:--- 0.2278 Validation Loss: 2.2028058 Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.200186 ---Validation accuracy:--- 0.2306 Validation Loss: 2.2007055 Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.200795 ---Validation accuracy:--- 0.2308 Validation Loss: 2.198768 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1946592 ---Validation accuracy:--- 0.2332 Validation Loss: 2.196781 Epoch: 0 ---Training accuracy:--- 0.245 Training Loss: 2.1953514 ---Validation accuracy:--- 0.2342 Validation Loss: 2.1951425 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.1983747 ---Validation accuracy:--- 0.2352 Validation Loss: 2.19323 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.212707 ---Validation accuracy:--- 0.2352 Validation Loss: 2.1915426 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1732185 ---Validation accuracy:--- 0.2364 Validation Loss: 2.1894886 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.18729 ---Validation accuracy:--- 0.2402 Validation Loss: 2.187328 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2045798 ---Validation accuracy:--- 0.2426 Validation Loss: 2.1852722 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1608515 ---Validation accuracy:--- 0.242 Validation Loss: 2.1829753 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.136226 ---Validation accuracy:--- 0.2428 Validation Loss: 2.1805322 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.173709 ---Validation accuracy:--- 0.244 Validation Loss: 2.1786094 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1682556 ---Validation accuracy:--- 0.245 Validation Loss: 2.1764505 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.1514754 ---Validation accuracy:--- 0.244 Validation Loss: 2.1743116 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.155473 ---Validation accuracy:--- 0.2442 Validation Loss: 2.1723344 Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.1476426 ---Validation accuracy:--- 0.2446 Validation Loss: 2.170242 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1708076 ---Validation accuracy:--- 0.2444 Validation Loss: 2.1682973 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1698174 ---Validation accuracy:--- 0.2432 Validation Loss: 2.1661825 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.1448507 ---Validation accuracy:--- 0.2436 Validation Loss: 2.1640284 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1643157 ---Validation accuracy:--- 0.2462 Validation Loss: 2.1618593 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.1104398 ---Validation accuracy:--- 0.246 Validation Loss: 2.1593852 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1415603 ---Validation accuracy:--- 0.2474 Validation Loss: 2.1574085 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.164542 ---Validation accuracy:--- 0.2484 Validation Loss: 2.1554754 Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.1805832 ---Validation accuracy:--- 0.2512 Validation Loss: 2.1535735 Epoch: 0 ---Training accuracy:--- 0.235 Training Loss: 2.165591 ---Validation accuracy:--- 0.2516 Validation Loss: 2.151776 Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.158166 ---Validation accuracy:--- 0.2536 Validation Loss: 2.1498923 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1595612 ---Validation accuracy:--- 0.2534 Validation Loss: 2.1480265 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.1443677 ---Validation accuracy:--- 0.2556 Validation Loss: 2.1459458 Epoch: 0 ---Training accuracy:--- 0.245 Training Loss: 2.141345 ---Validation accuracy:--- 0.2552 Validation Loss: 2.1436079 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1486967 ---Validation accuracy:--- 0.2558 Validation Loss: 2.141694 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1409109 ---Validation accuracy:--- 0.2572 Validation Loss: 2.1395001 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1308486 ---Validation accuracy:--- 0.2578 Validation Loss: 2.1374319 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1415398 ---Validation accuracy:--- 0.2584 Validation Loss: 2.1354918 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.1236901 ---Validation accuracy:--- 0.2584 Validation Loss: 2.1334908 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1201046 ---Validation accuracy:--- 0.258 Validation Loss: 2.1313417 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.1034937 ---Validation accuracy:--- 0.2598 Validation Loss: 2.1289694 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0928228 ---Validation accuracy:--- 0.2606 Validation Loss: 2.1268973 Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.145639 ---Validation accuracy:--- 0.2608 Validation Loss: 2.125044 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1148689 ---Validation accuracy:--- 0.2608 Validation Loss: 2.1229632 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.0833225 ---Validation accuracy:--- 0.262 Validation Loss: 2.1205006 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1306136 ---Validation accuracy:--- 0.2628 Validation Loss: 2.1182685 Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 2.1300962 ---Validation accuracy:--- 0.2616 Validation Loss: 2.1162815 Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 2.0925314 ---Validation accuracy:--- 0.2612 Validation Loss: 2.1141007 Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 2.110125 ---Validation accuracy:--- 0.2596 Validation Loss: 2.1118937 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.0843492 ---Validation accuracy:--- 0.2604 Validation Loss: 2.1097295 Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 2.0475845 ---Validation accuracy:--- 0.2608 Validation Loss: 2.1072848 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1238666 ---Validation accuracy:--- 0.2602 Validation Loss: 2.105209 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.123321 ---Validation accuracy:--- 0.2604 Validation Loss: 2.1033971 Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1471064 ---Validation accuracy:--- 0.262 Validation Loss: 2.1017327 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.077594 ---Validation accuracy:--- 0.2616 Validation Loss: 2.0995426 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0466459 ---Validation accuracy:--- 0.2606 Validation Loss: 2.0972672 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.052025 ---Validation accuracy:--- 0.2598 Validation Loss: 2.095011 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0660791 ---Validation accuracy:--- 0.2596 Validation Loss: 2.0926585 Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.090394 ---Validation accuracy:--- 0.2614 Validation Loss: 2.0903802 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0439715 ---Validation accuracy:--- 0.2624 Validation Loss: 2.08821 Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1247442 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0863867 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.095128 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0845525 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.0956726 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0824919 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0670366 ---Validation accuracy:--- 0.2652 Validation Loss: 2.0802138 Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.1139078 ---Validation accuracy:--- 0.2676 Validation Loss: 2.0785036 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0579276 ---Validation accuracy:--- 0.2666 Validation Loss: 2.0762794 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.057395 ---Validation accuracy:--- 0.2652 Validation Loss: 2.0743287 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0659595 ---Validation accuracy:--- 0.2654 Validation Loss: 2.072402 Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.1026962 ---Validation accuracy:--- 0.2682 Validation Loss: 2.0702505 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.041806 ---Validation accuracy:--- 0.2688 Validation Loss: 2.0678627 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.046762 ---Validation accuracy:--- 0.2698 Validation Loss: 2.065559 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 2.0451224 ---Validation accuracy:--- 0.2694 Validation Loss: 2.0633006 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.0545094 ---Validation accuracy:--- 0.2684 Validation Loss: 2.0613813 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0700543 ---Validation accuracy:--- 0.2684 Validation Loss: 2.059203 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.060975 ---Validation accuracy:--- 0.2708 Validation Loss: 2.0571852 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.059037 ---Validation accuracy:--- 0.272 Validation Loss: 2.0551524 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.049337 ---Validation accuracy:--- 0.2718 Validation Loss: 2.0532296 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.083167 ---Validation accuracy:--- 0.272 Validation Loss: 2.0513155 Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.061503 ---Validation accuracy:--- 0.2726 Validation Loss: 2.0492053 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0224013 ---Validation accuracy:--- 0.273 Validation Loss: 2.0466313 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.037919 ---Validation accuracy:--- 0.2742 Validation Loss: 2.0445192 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0012558 ---Validation accuracy:--- 0.2746 Validation Loss: 2.0423515 Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.0335925 ---Validation accuracy:--- 0.275 Validation Loss: 2.0401256 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.0672169 ---Validation accuracy:--- 0.2766 Validation Loss: 2.0381567 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 2.005813 ---Validation accuracy:--- 0.2766 Validation Loss: 2.0360472 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0435648 ---Validation accuracy:--- 0.2772 Validation Loss: 2.0340939 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.00064 ---Validation accuracy:--- 0.2784 Validation Loss: 2.0320473 Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 1.9919562 ---Validation accuracy:--- 0.2786 Validation Loss: 2.0296972 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0299933 ---Validation accuracy:--- 0.278 Validation Loss: 2.0274556 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0052142 ---Validation accuracy:--- 0.2786 Validation Loss: 2.0253246 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.98854 ---Validation accuracy:--- 0.2788 Validation Loss: 2.0230815 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9981053 ---Validation accuracy:--- 0.2804 Validation Loss: 2.0206816 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.033173 ---Validation accuracy:--- 0.2818 Validation Loss: 2.0185196 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0749094 ---Validation accuracy:--- 0.2824 Validation Loss: 2.0169013 Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 1.9526641 ---Validation accuracy:--- 0.2828 Validation Loss: 2.0145268 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9973211 ---Validation accuracy:--- 0.284 Validation Loss: 2.0124557 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9503156 ---Validation accuracy:--- 0.284 Validation Loss: 2.0102737 Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0371664 ---Validation accuracy:--- 0.2834 Validation Loss: 2.0086539 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9737576 ---Validation accuracy:--- 0.2848 Validation Loss: 2.0066485 Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 1.9539047 ---Validation accuracy:--- 0.2862 Validation Loss: 2.0043278 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0175717 ---Validation accuracy:--- 0.2862 Validation Loss: 2.0021067 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9767712 ---Validation accuracy:--- 0.2872 Validation Loss: 1.999847 Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.8677301 ---Validation accuracy:--- 0.2876 Validation Loss: 1.997435 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9772185 ---Validation accuracy:--- 0.288 Validation Loss: 1.9954535 Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9963444 ---Validation accuracy:--- 0.2894 Validation Loss: 1.9932625 Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9378184 ---Validation accuracy:--- 0.2896 Validation Loss: 1.9912605 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9714532 ---Validation accuracy:--- 0.2912 Validation Loss: 1.989043 Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.030108 ---Validation accuracy:--- 0.2934 Validation Loss: 1.9869471 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0061045 ---Validation accuracy:--- 0.2952 Validation Loss: 1.9847904 Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.9572204 ---Validation accuracy:--- 0.2948 Validation Loss: 1.9822482 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9183884 ---Validation accuracy:--- 0.2974 Validation Loss: 1.9800683 Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0142572 ---Validation accuracy:--- 0.299 Validation Loss: 1.9779898 Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.9509666 ---Validation accuracy:--- 0.2988 Validation Loss: 1.9760108 Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 1.9796863 ---Validation accuracy:--- 0.3002 Validation Loss: 1.9737338 Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.9093152 ---Validation accuracy:--- 0.3004 Validation Loss: 1.9715126 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9717695 ---Validation accuracy:--- 0.3012 Validation Loss: 1.9694504 Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.917691 ---Validation accuracy:--- 0.3018 Validation Loss: 1.9674039 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8413922 ---Validation accuracy:--- 0.3002 Validation Loss: 1.965294 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9520867 ---Validation accuracy:--- 0.301 Validation Loss: 1.9633019 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.9570371 ---Validation accuracy:--- 0.3016 Validation Loss: 1.9609228 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9659889 ---Validation accuracy:--- 0.3024 Validation Loss: 1.9591705 Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 1.9598905 ---Validation accuracy:--- 0.3036 Validation Loss: 1.9572662 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9113213 ---Validation accuracy:--- 0.3042 Validation Loss: 1.955166 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9945377 ---Validation accuracy:--- 0.306 Validation Loss: 1.9534352 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9102821 ---Validation accuracy:--- 0.3086 Validation Loss: 1.9508399 Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0253887 ---Validation accuracy:--- 0.3088 Validation Loss: 1.9488629 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9633396 ---Validation accuracy:--- 0.3098 Validation Loss: 1.9468511 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9882504 ---Validation accuracy:--- 0.3106 Validation Loss: 1.944552 Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 1.9588447 ---Validation accuracy:--- 0.3112 Validation Loss: 1.9426352 Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9458045 ---Validation accuracy:--- 0.3114 Validation Loss: 1.9405671 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9258865 ---Validation accuracy:--- 0.3136 Validation Loss: 1.9381771 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9687896 ---Validation accuracy:--- 0.3146 Validation Loss: 1.9362731 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9553638 ---Validation accuracy:--- 0.3152 Validation Loss: 1.9343822 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.9094124 ---Validation accuracy:--- 0.3168 Validation Loss: 1.9322734 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9184058 ---Validation accuracy:--- 0.3172 Validation Loss: 1.9301625 Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.9135962 ---Validation accuracy:--- 0.318 Validation Loss: 1.9284016 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9501677 ---Validation accuracy:--- 0.3204 Validation Loss: 1.9261965 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.914866 ---Validation accuracy:--- 0.321 Validation Loss: 1.9238615 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8971573 ---Validation accuracy:--- 0.3222 Validation Loss: 1.9220607 Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8324748 ---Validation accuracy:--- 0.3226 Validation Loss: 1.9198692 Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9657162 ---Validation accuracy:--- 0.324 Validation Loss: 1.9178219 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9253443 ---Validation accuracy:--- 0.3252 Validation Loss: 1.915937 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8714137 ---Validation accuracy:--- 0.325 Validation Loss: 1.9136754 Epoch: 0 ---Training accuracy:--- 0.405 Training Loss: 1.8388005 ---Validation accuracy:--- 0.3252 Validation Loss: 1.9114944 Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.8888642 ---Validation accuracy:--- 0.3256 Validation Loss: 1.9097365 Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.8953643 ---Validation accuracy:--- 0.3262 Validation Loss: 1.9076142 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8901052 ---Validation accuracy:--- 0.3268 Validation Loss: 1.9052321 Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.8782266 ---Validation accuracy:--- 0.3264 Validation Loss: 1.9032385 Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9118149 ---Validation accuracy:--- 0.3274 Validation Loss: 1.901406 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8574691 ---Validation accuracy:--- 0.3278 Validation Loss: 1.8992281 Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.895542 ---Validation accuracy:--- 0.3286 Validation Loss: 1.8969109 Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9118826 ---Validation accuracy:--- 0.3328 Validation Loss: 1.8950762 Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.892141 ---Validation accuracy:--- 0.3324 Validation Loss: 1.8927244 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8762546 ---Validation accuracy:--- 0.3352 Validation Loss: 1.8907355 Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8754871 ---Validation accuracy:--- 0.336 Validation Loss: 1.8884836 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8971633 ---Validation accuracy:--- 0.339 Validation Loss: 1.8861097 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8773876 ---Validation accuracy:--- 0.3392 Validation Loss: 1.8843902 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7884539 ---Validation accuracy:--- 0.339 Validation Loss: 1.8825008 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.8731503 ---Validation accuracy:--- 0.3402 Validation Loss: 1.8803313 Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8912724 ---Validation accuracy:--- 0.3424 Validation Loss: 1.8783718 Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.835325 ---Validation accuracy:--- 0.3438 Validation Loss: 1.8764575 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8648242 ---Validation accuracy:--- 0.3434 Validation Loss: 1.8743365 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8492649 ---Validation accuracy:--- 0.3454 Validation Loss: 1.8722465 Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8722082 ---Validation accuracy:--- 0.3462 Validation Loss: 1.870194 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.8032144 ---Validation accuracy:--- 0.3488 Validation Loss: 1.8681026 Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8686794 ---Validation accuracy:--- 0.35 Validation Loss: 1.8661613 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8405987 ---Validation accuracy:--- 0.3516 Validation Loss: 1.8639445 Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8532512 ---Validation accuracy:--- 0.353 Validation Loss: 1.8617843 Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.8183018 ---Validation accuracy:--- 0.3534 Validation Loss: 1.859245 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8367952 ---Validation accuracy:--- 0.3548 Validation Loss: 1.8572893 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8415959 ---Validation accuracy:--- 0.355 Validation Loss: 1.8551114 Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.8645957 ---Validation accuracy:--- 0.3592 Validation Loss: 1.8530402 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8096429 ---Validation accuracy:--- 0.359 Validation Loss: 1.8505511 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8531904 ---Validation accuracy:--- 0.3594 Validation Loss: 1.8486365 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8537875 ---Validation accuracy:--- 0.3628 Validation Loss: 1.846661 Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8690621 ---Validation accuracy:--- 0.3638 Validation Loss: 1.8447336 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8270137 ---Validation accuracy:--- 0.364 Validation Loss: 1.8426543 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8587058 ---Validation accuracy:--- 0.3638 Validation Loss: 1.8409791 Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.844693 ---Validation accuracy:--- 0.365 Validation Loss: 1.8390722 Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.807626 ---Validation accuracy:--- 0.366 Validation Loss: 1.837009 Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.8008869 ---Validation accuracy:--- 0.3666 Validation Loss: 1.8349309 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8380955 ---Validation accuracy:--- 0.3686 Validation Loss: 1.8328531 Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.7877908 ---Validation accuracy:--- 0.3712 Validation Loss: 1.8308535 Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8377864 ---Validation accuracy:--- 0.3716 Validation Loss: 1.8286723 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.7930157 ---Validation accuracy:--- 0.372 Validation Loss: 1.826575 Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8174001 ---Validation accuracy:--- 0.372 Validation Loss: 1.8243335 Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7885866 ---Validation accuracy:--- 0.3748 Validation Loss: 1.8223188 Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8023775 ---Validation accuracy:--- 0.3766 Validation Loss: 1.820234 Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.8070002 ---Validation accuracy:--- 0.3772 Validation Loss: 1.8181716 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7879746 ---Validation accuracy:--- 0.3788 Validation Loss: 1.8162254 Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8491255 ---Validation accuracy:--- 0.3812 Validation Loss: 1.8139964 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7893871 ---Validation accuracy:--- 0.3828 Validation Loss: 1.8119731 Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.8060563 ---Validation accuracy:--- 0.3846 Validation Loss: 1.8101317 Epoch: 0 ---Training accuracy:--- 0.475 Training Loss: 1.685757 ---Validation accuracy:--- 0.3848 Validation Loss: 1.8077133 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7710469 ---Validation accuracy:--- 0.3858 Validation Loss: 1.8054373 Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8554004 ---Validation accuracy:--- 0.388 Validation Loss: 1.8033723 Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.8420235 ---Validation accuracy:--- 0.39 Validation Loss: 1.8011912 Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.8065364 ---Validation accuracy:--- 0.391 Validation Loss: 1.7991043 Epoch: 0 ---Training accuracy:--- 0.405 Training Loss: 1.8045764 ---Validation accuracy:--- 0.3926 Validation Loss: 1.7970666 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7865597 ---Validation accuracy:--- 0.393 Validation Loss: 1.7950281 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8316251 ---Validation accuracy:--- 0.3966 Validation Loss: 1.7929146 Epoch: 0 ---Training accuracy:--- 0.425 Training Loss: 1.782971 ---Validation accuracy:--- 0.3984 Validation Loss: 1.7909911 Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6673073 ---Validation accuracy:--- 0.3994 Validation Loss: 1.7889299 Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.7856491 ---Validation accuracy:--- 0.4004 Validation Loss: 1.7866728 Epoch: 0 ---Training accuracy:--- 0.425 Training Loss: 1.723474 ---Validation accuracy:--- 0.4018 Validation Loss: 1.7845664 Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.7988293 ---Validation accuracy:--- 0.4024 Validation Loss: 1.7825309 Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.7240747 ---Validation accuracy:--- 0.4034 Validation Loss: 1.7809912 Epoch: 1 ---Training accuracy:--- 0.385 Training Loss: 1.820227 ---Validation accuracy:--- 0.4032 Validation Loss: 1.7786492 Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.7129657 ---Validation accuracy:--- 0.4048 Validation Loss: 1.7764523 Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.7877253 ---Validation accuracy:--- 0.4056 Validation Loss: 1.7744851 Epoch: 1 ---Training accuracy:--- 0.415 Training Loss: 1.811379 ---Validation accuracy:--- 0.4074 Validation Loss: 1.7726732 Epoch: 1 ---Training accuracy:--- 0.37 Training Loss: 1.7957122 ---Validation accuracy:--- 0.409 Validation Loss: 1.7706295 Epoch: 1 ---Training accuracy:--- 0.395 Training Loss: 1.80866 ---Validation accuracy:--- 0.4096 Validation Loss: 1.7685694 Epoch: 1 ---Training accuracy:--- 0.355 Training Loss: 1.8038968 ---Validation accuracy:--- 0.409 Validation Loss: 1.7669957 Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7444284 ---Validation accuracy:--- 0.411 Validation Loss: 1.7644508 Epoch: 1 ---Training accuracy:--- 0.385 Training Loss: 1.7691779 ---Validation accuracy:--- 0.4128 Validation Loss: 1.7622414 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.6222268 ---Validation accuracy:--- 0.4124 Validation Loss: 1.7602863 Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.7343652 ---Validation accuracy:--- 0.4138 Validation Loss: 1.7581766 Epoch: 1 ---Training accuracy:--- 0.34 Training Loss: 1.8083686 ---Validation accuracy:--- 0.4136 Validation Loss: 1.7562644 Epoch: 1 ---Training accuracy:--- 0.435 Training Loss: 1.7479669 ---Validation accuracy:--- 0.4154 Validation Loss: 1.7548195 Epoch: 1 ---Training accuracy:--- 0.415 Training Loss: 1.6887671 ---Validation accuracy:--- 0.4156 Validation Loss: 1.7523998 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6981066 ---Validation accuracy:--- 0.4174 Validation Loss: 1.7501127 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.6508713 ---Validation accuracy:--- 0.4176 Validation Loss: 1.7482051 Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.8146718 ---Validation accuracy:--- 0.4188 Validation Loss: 1.7462561 Epoch: 1 ---Training accuracy:--- 0.4 Training Loss: 1.7822183 ---Validation accuracy:--- 0.421 Validation Loss: 1.7440932 Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7115622 ---Validation accuracy:--- 0.4192 Validation Loss: 1.741489 Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.7334168 ---Validation accuracy:--- 0.4212 Validation Loss: 1.7393223 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7019947 ---Validation accuracy:--- 0.4224 Validation Loss: 1.7373563 Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.6663687 ---Validation accuracy:--- 0.4258 Validation Loss: 1.735334 Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7599924 ---Validation accuracy:--- 0.4272 Validation Loss: 1.7330714 Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.728679 ---Validation accuracy:--- 0.4284 Validation Loss: 1.7307336 Epoch: 1 ---Training accuracy:--- 0.4 Training Loss: 1.7522069 ---Validation accuracy:--- 0.4288 Validation Loss: 1.7284817 Epoch: 1 ---Training accuracy:--- 0.395 Training Loss: 1.7586871 ---Validation accuracy:--- 0.4298 Validation Loss: 1.7264596 Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6448338 ---Validation accuracy:--- 0.4302 Validation Loss: 1.7243634 Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.6354104 ---Validation accuracy:--- 0.4318 Validation Loss: 1.7227654 Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.7164246 ---Validation accuracy:--- 0.4342 Validation Loss: 1.7204485 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.7323334 ---Validation accuracy:--- 0.4348 Validation Loss: 1.7184824 Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.7003938 ---Validation accuracy:--- 0.434 Validation Loss: 1.7159895 Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.7169211 ---Validation accuracy:--- 0.436 Validation Loss: 1.7142732 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6814499 ---Validation accuracy:--- 0.4356 Validation Loss: 1.7125996 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6940454 ---Validation accuracy:--- 0.4362 Validation Loss: 1.7105762 Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6430554 ---Validation accuracy:--- 0.4384 Validation Loss: 1.7088519 Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6255505 ---Validation accuracy:--- 0.4384 Validation Loss: 1.706567 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7329383 ---Validation accuracy:--- 0.4394 Validation Loss: 1.704159 Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.7112979 ---Validation accuracy:--- 0.4394 Validation Loss: 1.7021894 Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7700508 ---Validation accuracy:--- 0.4412 Validation Loss: 1.7000625 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7013125 ---Validation accuracy:--- 0.4408 Validation Loss: 1.6976861 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.6183361 ---Validation accuracy:--- 0.4428 Validation Loss: 1.6955633 Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.6052718 ---Validation accuracy:--- 0.4446 Validation Loss: 1.6935996 Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.6939365 ---Validation accuracy:--- 0.4446 Validation Loss: 1.6911786 Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.6511621 ---Validation accuracy:--- 0.4456 Validation Loss: 1.6890756 Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.7071418 ---Validation accuracy:--- 0.4452 Validation Loss: 1.6866617 Epoch: 1 ---Training accuracy:--- 0.405 Training Loss: 1.7697428 ---Validation accuracy:--- 0.4452 Validation Loss: 1.6846602 Epoch: 1 ---Training accuracy:--- 0.5 Training Loss: 1.6314235 ---Validation accuracy:--- 0.4468 Validation Loss: 1.6822017 Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6881454 ---Validation accuracy:--- 0.448 Validation Loss: 1.6802174 Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.6416858 ---Validation accuracy:--- 0.4488 Validation Loss: 1.6781355 Epoch: 1 ---Training accuracy:--- 0.495 Training Loss: 1.6161569 ---Validation accuracy:--- 0.4498 Validation Loss: 1.6760559 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6718309 ---Validation accuracy:--- 0.449 Validation Loss: 1.6739726 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6502283 ---Validation accuracy:--- 0.4514 Validation Loss: 1.6717517 Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6687245 ---Validation accuracy:--- 0.4522 Validation Loss: 1.670184 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.64831 ---Validation accuracy:--- 0.4528 Validation Loss: 1.6679782 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6826144 ---Validation accuracy:--- 0.4536 Validation Loss: 1.6660281 Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.6084893 ---Validation accuracy:--- 0.455 Validation Loss: 1.6642139 Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.602128 ---Validation accuracy:--- 0.4562 Validation Loss: 1.6620831 Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7013693 ---Validation accuracy:--- 0.457 Validation Loss: 1.6598347 Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.6167207 ---Validation accuracy:--- 0.459 Validation Loss: 1.6577498 Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6485349 ---Validation accuracy:--- 0.4586 Validation Loss: 1.6551557 Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6890007 ---Validation accuracy:--- 0.4584 Validation Loss: 1.6528176 Epoch: 1 ---Training accuracy:--- 0.43 Training Loss: 1.6885355 ---Validation accuracy:--- 0.4588 Validation Loss: 1.6503488 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6447122 ---Validation accuracy:--- 0.4594 Validation Loss: 1.6483543 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6033072 ---Validation accuracy:--- 0.4604 Validation Loss: 1.6462231 Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.632638 ---Validation accuracy:--- 0.4592 Validation Loss: 1.6443186 Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.6157532 ---Validation accuracy:--- 0.4616 Validation Loss: 1.6423997 Epoch: 1 ---Training accuracy:--- 0.43 Training Loss: 1.6844727 ---Validation accuracy:--- 0.4622 Validation Loss: 1.6401625 Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.6335303 ---Validation accuracy:--- 0.4642 Validation Loss: 1.6379926 Epoch: 1 ---Training accuracy:--- 0.405 Training Loss: 1.7173812 ---Validation accuracy:--- 0.4646 Validation Loss: 1.6354592 Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5745456 ---Validation accuracy:--- 0.4672 Validation Loss: 1.6329845 Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7116516 ---Validation accuracy:--- 0.4682 Validation Loss: 1.6306576 Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6620349 ---Validation accuracy:--- 0.4684 Validation Loss: 1.6287209 Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.6595085 ---Validation accuracy:--- 0.4702 Validation Loss: 1.6266369 Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.5981803 ---Validation accuracy:--- 0.4716 Validation Loss: 1.6247202 Epoch: 1 ---Training accuracy:--- 0.495 Training Loss: 1.6267699 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---Validation accuracy:--- 0.4876 Validation Loss: 1.5870503 Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.5477923 ---Validation accuracy:--- 0.487 Validation Loss: 1.5847915 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.5243236 ---Validation accuracy:--- 0.4898 Validation Loss: 1.5825291 Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.518843 ---Validation accuracy:--- 0.4914 Validation Loss: 1.5801892 Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.5283507 ---Validation accuracy:--- 0.4928 Validation Loss: 1.5781971 Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.6282783 ---Validation accuracy:--- 0.4934 Validation Loss: 1.5762532 Epoch: 1 ---Training accuracy:--- 0.52 Training Loss: 1.5321411 ---Validation accuracy:--- 0.497 Validation Loss: 1.5741551 Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.6269947 ---Validation accuracy:--- 0.4978 Validation Loss: 1.572133 Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.5296946 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1.5504602 ---Validation accuracy:--- 0.508 Validation Loss: 1.5534623 Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.4274933 ---Validation accuracy:--- 0.5076 Validation Loss: 1.5517912 Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4911331 ---Validation accuracy:--- 0.508 Validation Loss: 1.5501602 Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6607116 ---Validation accuracy:--- 0.508 Validation Loss: 1.5475514 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.5450462 ---Validation accuracy:--- 0.5104 Validation Loss: 1.5452446 Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.5805678 ---Validation accuracy:--- 0.5112 Validation Loss: 1.5435653 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4346913 ---Validation accuracy:--- 0.5108 Validation Loss: 1.5409812 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.6260061 ---Validation accuracy:--- 0.5074 Validation Loss: 1.5398935 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.523958 ---Validation accuracy:--- 0.507 Validation Loss: 1.5379268 Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.5959482 ---Validation accuracy:--- 0.5088 Validation Loss: 1.5351769 Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.5993167 ---Validation accuracy:--- 0.5102 Validation Loss: 1.5330006 Epoch: 1 ---Training accuracy:--- 0.5 Training Loss: 1.5411001 ---Validation accuracy:--- 0.5122 Validation Loss: 1.5306525 Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4804093 ---Validation accuracy:--- 0.5102 Validation Loss: 1.528842 Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.5325425 ---Validation accuracy:--- 0.514 Validation Loss: 1.5273738 Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4341171 ---Validation accuracy:--- 0.5138 Validation Loss: 1.5252668 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.47054 ---Validation accuracy:--- 0.5146 Validation Loss: 1.5225168 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4858557 ---Validation accuracy:--- 0.5152 Validation Loss: 1.520081 Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5405911 ---Validation accuracy:--- 0.518 Validation Loss: 1.5173627 Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6097131 ---Validation accuracy:--- 0.521 Validation Loss: 1.5149798 Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5366406 ---Validation accuracy:--- 0.5232 Validation Loss: 1.5126867 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.4906384 ---Validation accuracy:--- 0.524 Validation Loss: 1.5105774 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4960147 ---Validation accuracy:--- 0.5248 Validation Loss: 1.5087805 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4432791 ---Validation accuracy:--- 0.5242 Validation Loss: 1.507123 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.3992015 ---Validation accuracy:--- 0.5256 Validation Loss: 1.5052483 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4907483 ---Validation accuracy:--- 0.526 Validation Loss: 1.5027124 Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.5029047 ---Validation accuracy:--- 0.5284 Validation Loss: 1.5004853 Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.5457187 ---Validation accuracy:--- 0.5282 Validation Loss: 1.4981855 Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4733727 ---Validation accuracy:--- 0.5294 Validation Loss: 1.4960607 Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.4551648 ---Validation accuracy:--- 0.5318 Validation Loss: 1.4935602 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.4845147 ---Validation accuracy:--- 0.532 Validation Loss: 1.4912428 Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4630902 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4890057 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5084894 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4870592 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4457859 ---Validation accuracy:--- 0.535 Validation Loss: 1.4850558 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5063379 ---Validation accuracy:--- 0.5356 Validation Loss: 1.4830437 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.5193214 ---Validation accuracy:--- 0.5376 Validation Loss: 1.4808502 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.4925433 ---Validation accuracy:--- 0.5402 Validation Loss: 1.478524 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.3703253 ---Validation accuracy:--- 0.541 Validation Loss: 1.4767443 Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.5132513 ---Validation accuracy:--- 0.5412 Validation Loss: 1.4746615 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4878027 ---Validation accuracy:--- 0.5446 Validation Loss: 1.4723572 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4352647 ---Validation accuracy:--- 0.5436 Validation Loss: 1.4703166 Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.387897 ---Validation accuracy:--- 0.5458 Validation Loss: 1.4679098 Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4543347 ---Validation accuracy:--- 0.545 Validation Loss: 1.4661077 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4362183 ---Validation accuracy:--- 0.545 Validation Loss: 1.4633293 Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.4005638 ---Validation accuracy:--- 0.548 Validation Loss: 1.4611388 Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4377273 ---Validation accuracy:--- 0.5506 Validation Loss: 1.4590886 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.5230591 ---Validation accuracy:--- 0.5502 Validation Loss: 1.457414 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5245998 ---Validation accuracy:--- 0.5484 Validation Loss: 1.4555906 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4300811 ---Validation accuracy:--- 0.5516 Validation Loss: 1.4536039 Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.3646659 ---Validation accuracy:--- 0.5528 Validation Loss: 1.4510893 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.5031216 ---Validation accuracy:--- 0.5548 Validation Loss: 1.4493287 Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4670606 ---Validation accuracy:--- 0.5566 Validation Loss: 1.4471443 Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.4636505 ---Validation accuracy:--- 0.5568 Validation Loss: 1.4454019 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.4712491 ---Validation accuracy:--- 0.5574 Validation Loss: 1.4432238 Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.4096533 ---Validation accuracy:--- 0.5594 Validation Loss: 1.4408531 Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.4035202 ---Validation accuracy:--- 0.5612 Validation Loss: 1.4388655 Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.3700194 ---Validation accuracy:--- 0.5622 Validation Loss: 1.4372832 Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.406434 ---Validation accuracy:--- 0.5658 Validation Loss: 1.4349858 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4723535 ---Validation accuracy:--- 0.5662 Validation Loss: 1.4326793 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.3955423 ---Validation accuracy:--- 0.5664 Validation Loss: 1.4306728 Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5433121 ---Validation accuracy:--- 0.565 Validation Loss: 1.4286512 Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4581325 ---Validation accuracy:--- 0.5652 Validation Loss: 1.4261278 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3557171 ---Validation accuracy:--- 0.5672 Validation Loss: 1.4238878 Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.344623 ---Validation accuracy:--- 0.568 Validation Loss: 1.4216095 Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4464728 ---Validation accuracy:--- 0.5692 Validation Loss: 1.4197705 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.4274865 ---Validation accuracy:--- 0.5684 Validation Loss: 1.4173985 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.3534834 ---Validation accuracy:--- 0.5686 Validation Loss: 1.4153587 Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.44208 ---Validation accuracy:--- 0.573 Validation Loss: 1.4137262 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4939972 ---Validation accuracy:--- 0.573 Validation Loss: 1.4113207 Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4939061 ---Validation accuracy:--- 0.573 Validation Loss: 1.4092125 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3851557 ---Validation accuracy:--- 0.5708 Validation Loss: 1.4074886 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4872234 ---Validation accuracy:--- 0.5766 Validation Loss: 1.4049999 Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.481037 ---Validation accuracy:--- 0.5758 Validation Loss: 1.4029522 Epoch: 1 ---Training accuracy:--- 0.59 Training Loss: 1.395779 ---Validation accuracy:--- 0.5748 Validation Loss: 1.4009681 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.4164616 ---Validation accuracy:--- 0.578 Validation Loss: 1.3989631 Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4716953 ---Validation accuracy:--- 0.579 Validation Loss: 1.3969983 Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.3308606 ---Validation accuracy:--- 0.581 Validation Loss: 1.3951207 Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.381836 ---Validation accuracy:--- 0.5814 Validation Loss: 1.3932072 Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.2926098 ---Validation accuracy:--- 0.5828 Validation Loss: 1.3914324 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.4560714 ---Validation accuracy:--- 0.5846 Validation Loss: 1.389609 Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.3689322 ---Validation accuracy:--- 0.5868 Validation Loss: 1.3873127 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.3406632 ---Validation accuracy:--- 0.5864 Validation Loss: 1.385435 Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.3844424 ---Validation accuracy:--- 0.5882 Validation Loss: 1.3828694 Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4626517 ---Validation accuracy:--- 0.588 Validation Loss: 1.3806018 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.3590931 ---Validation accuracy:--- 0.5892 Validation Loss: 1.3782979 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.3291483 ---Validation accuracy:--- 0.59 Validation Loss: 1.3762275 Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3906641 ---Validation accuracy:--- 0.5896 Validation Loss: 1.3741937 Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.3907608 ---Validation accuracy:--- 0.5914 Validation Loss: 1.3722248 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3576518 ---Validation accuracy:--- 0.5896 Validation Loss: 1.3702953 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3442153 ---Validation accuracy:--- 0.591 Validation Loss: 1.367949 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.2842059 ---Validation accuracy:--- 0.5936 Validation Loss: 1.3664737 Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4353524 ---Validation accuracy:--- 0.5932 Validation Loss: 1.3643045 Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3668054 ---Validation accuracy:--- 0.5962 Validation Loss: 1.3619667 Epoch: 1 ---Training accuracy:--- 0.59 Training Loss: 1.3622305 ---Validation accuracy:--- 0.5968 Validation Loss: 1.3596745 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.3305657 ---Validation accuracy:--- 0.6004 Validation Loss: 1.3581254 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3839438 ---Validation accuracy:--- 0.6014 Validation Loss: 1.356498 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3504492 ---Validation accuracy:--- 0.6002 Validation Loss: 1.3543675 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2968549 ---Validation accuracy:--- 0.5996 Validation Loss: 1.3526204 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3486255 ---Validation accuracy:--- 0.5982 Validation Loss: 1.3509443 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3160071 ---Validation accuracy:--- 0.5994 Validation Loss: 1.3486522 Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3386722 ---Validation accuracy:--- 0.598 Validation Loss: 1.3468696 Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.3626187 ---Validation accuracy:--- 0.6002 Validation Loss: 1.3445084 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2999023 ---Validation accuracy:--- 0.6028 Validation Loss: 1.3424238 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3196411 ---Validation accuracy:--- 0.6046 Validation Loss: 1.3408668 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.2866964 ---Validation accuracy:--- 0.6042 Validation Loss: 1.338883 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3729907 ---Validation accuracy:--- 0.606 Validation Loss: 1.3371273 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4371997 ---Validation accuracy:--- 0.6064 Validation Loss: 1.3355666 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3488224 ---Validation accuracy:--- 0.6076 Validation Loss: 1.333981 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3603917 ---Validation accuracy:--- 0.6104 Validation Loss: 1.3322114 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2772076 ---Validation accuracy:--- 0.6136 Validation Loss: 1.3303156 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2809619 ---Validation accuracy:--- 0.615 Validation Loss: 1.3278469 Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.2863891 ---Validation accuracy:--- 0.618 Validation Loss: 1.3255118 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3975827 ---Validation accuracy:--- 0.6188 Validation Loss: 1.3229307 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.2907608 ---Validation accuracy:--- 0.619 Validation Loss: 1.3210328 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.3483266 ---Validation accuracy:--- 0.6232 Validation Loss: 1.319284 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.3679172 ---Validation accuracy:--- 0.6228 Validation Loss: 1.316935 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3459659 ---Validation accuracy:--- 0.6238 Validation Loss: 1.3148245 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.2514797 ---Validation accuracy:--- 0.6242 Validation Loss: 1.3127731 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.2042421 ---Validation accuracy:--- 0.6218 Validation Loss: 1.3107066 Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3516389 ---Validation accuracy:--- 0.6244 Validation Loss: 1.3084087 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2497098 ---Validation accuracy:--- 0.623 Validation Loss: 1.3068604 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.253224 ---Validation accuracy:--- 0.6248 Validation Loss: 1.3044207 Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.3072721 ---Validation accuracy:--- 0.624 Validation Loss: 1.3027471 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2891368 ---Validation accuracy:--- 0.627 Validation Loss: 1.3009499 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.3143076 ---Validation accuracy:--- 0.625 Validation Loss: 1.299203 Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 1.2911551 ---Validation accuracy:--- 0.626 Validation Loss: 1.2970227 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3380209 ---Validation accuracy:--- 0.6286 Validation Loss: 1.2950583 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2956553 ---Validation accuracy:--- 0.6308 Validation Loss: 1.292659 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.287558 ---Validation accuracy:--- 0.63 Validation Loss: 1.2910293 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2876784 ---Validation accuracy:--- 0.6328 Validation Loss: 1.2890548 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2012639 ---Validation accuracy:--- 0.6338 Validation Loss: 1.2873936 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2489402 ---Validation accuracy:--- 0.6336 Validation Loss: 1.2850616 Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.279454 ---Validation accuracy:--- 0.6352 Validation Loss: 1.2832439 Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 1.2807574 ---Validation accuracy:--- 0.6348 Validation Loss: 1.2817414 Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.3837482 ---Validation accuracy:--- 0.6362 Validation Loss: 1.2796154 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2498206 ---Validation accuracy:--- 0.6356 Validation Loss: 1.2778635 Epoch: 1 ---Training accuracy:--- 0.705 Training Loss: 1.1848583 ---Validation accuracy:--- 0.6382 Validation Loss: 1.2758347 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 1.2047601 ---Validation accuracy:--- 0.6384 Validation Loss: 1.2740532 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.282124 ---Validation accuracy:--- 0.6392 Validation Loss: 1.2721841 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2834429 ---Validation accuracy:--- 0.6388 Validation Loss: 1.2704029 Epoch: 1 ---Training accuracy:--- 0.665 Training Loss: 1.2344338 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2684556 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2169003 ---Validation accuracy:--- 0.6396 Validation Loss: 1.2665911 Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 1.1625477 ---Validation accuracy:--- 0.6366 Validation Loss: 1.264678 Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 1.2581351 ---Validation accuracy:--- 0.6382 Validation Loss: 1.2626798 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2688168 ---Validation accuracy:--- 0.639 Validation Loss: 1.2607225 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2501414 ---Validation accuracy:--- 0.6434 Validation Loss: 1.2585171 Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.1820904 ---Validation accuracy:--- 0.6414 Validation Loss: 1.2567983 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.1954715 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2549814 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2625251 ---Validation accuracy:--- 0.6396 Validation Loss: 1.2535486 Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2910843 ---Validation accuracy:--- 0.6408 Validation Loss: 1.2515175 Epoch: 1 ---Training accuracy:--- 0.675 Training Loss: 1.2208222 ---Validation accuracy:--- 0.641 Validation Loss: 1.2496068 Epoch: 1 ---Training accuracy:--- 0.675 Training Loss: 1.1890401 ---Validation accuracy:--- 0.6386 Validation Loss: 1.248244 Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 1.212924 ---Validation accuracy:--- 0.638 Validation Loss: 1.2473018 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2408872 ---Validation accuracy:--- 0.6394 Validation Loss: 1.2453157 Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.2388711 ---Validation accuracy:--- 0.6388 Validation Loss: 1.243641 Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2274086 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2410625 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.231829 ---Validation accuracy:--- 0.6392 Validation Loss: 1.239859 Epoch: 1 ---Training accuracy:--- 0.665 Training Loss: 1.2733611 ---Validation accuracy:--- 0.64 Validation Loss: 1.23856 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2525901 ---Validation accuracy:--- 0.6416 Validation Loss: 1.2354186 Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.209914 ---Validation accuracy:--- 0.6428 Validation Loss: 1.2335964 Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2307622 ---Validation accuracy:--- 0.6454 Validation Loss: 1.2314658 Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.2599636 ---Validation accuracy:--- 0.6446 Validation Loss: 1.229977 Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 1.2388949 ---Validation accuracy:--- 0.649 Validation Loss: 1.2283595 Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.2161804 ---Validation accuracy:--- 0.6502 Validation Loss: 1.2263551 Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2232487 ---Validation accuracy:--- 0.6502 Validation Loss: 1.2239437 Epoch: 1 ---Training accuracy:--- 0.685 Training Loss: 1.1828287 ---Validation accuracy:--- 0.6516 Validation Loss: 1.222239 Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.2824643 ---Validation accuracy:--- 0.6508 Validation Loss: 1.2201496 Epoch: 1 ---Training accuracy:--- 0.685 Training Loss: 1.1173831 ---Validation accuracy:--- 0.652 Validation Loss: 1.2177056 Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2417212 ---Validation accuracy:--- 0.6524 Validation Loss: 1.2155961 Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.250737 ---Validation accuracy:--- 0.6538 Validation Loss: 1.2139472 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1960461 ---Validation accuracy:--- 0.653 Validation Loss: 1.2122283 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1381887 ---Validation accuracy:--- 0.653 Validation Loss: 1.2107762 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.1593175 ---Validation accuracy:--- 0.6546 Validation Loss: 1.2090505 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2154155 ---Validation accuracy:--- 0.655 Validation Loss: 1.2074957 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1464652 ---Validation accuracy:--- 0.655 Validation Loss: 1.2060783 Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2448105 ---Validation accuracy:--- 0.6544 Validation Loss: 1.2048652 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2113822 ---Validation accuracy:--- 0.6558 Validation Loss: 1.2032205 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1910442 ---Validation accuracy:--- 0.6552 Validation Loss: 1.2012787 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1690727 ---Validation accuracy:--- 0.6566 Validation Loss: 1.1995908 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 1.059876 ---Validation accuracy:--- 0.6576 Validation Loss: 1.1975294 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1446483 ---Validation accuracy:--- 0.6582 Validation Loss: 1.1954448 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.2445318 ---Validation accuracy:--- 0.6574 Validation Loss: 1.1931599 Epoch: 2 ---Training accuracy:--- 0.61 Training Loss: 1.2976335 ---Validation accuracy:--- 0.6612 Validation Loss: 1.1915675 Epoch: 2 ---Training accuracy:--- 0.655 Training Loss: 1.1679325 ---Validation accuracy:--- 0.6628 Validation Loss: 1.1894828 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1575384 ---Validation accuracy:--- 0.6648 Validation Loss: 1.187222 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1301918 ---Validation accuracy:--- 0.665 Validation Loss: 1.1855266 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.2244717 ---Validation accuracy:--- 0.6654 Validation Loss: 1.1840304 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1308423 ---Validation accuracy:--- 0.6682 Validation Loss: 1.182456 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2306967 ---Validation accuracy:--- 0.6682 Validation Loss: 1.1811092 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.131915 ---Validation accuracy:--- 0.6676 Validation Loss: 1.1796916 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1833638 ---Validation accuracy:--- 0.6686 Validation Loss: 1.1782304 Epoch: 2 ---Training accuracy:--- 0.61 Training Loss: 1.3033147 ---Validation accuracy:--- 0.6684 Validation Loss: 1.176298 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2173805 ---Validation accuracy:--- 0.6686 Validation Loss: 1.1745161 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1820172 ---Validation accuracy:--- 0.6688 Validation Loss: 1.1727773 Epoch: 2 ---Training accuracy:--- 0.63 Training Loss: 1.2279564 ---Validation accuracy:--- 0.6696 Validation Loss: 1.170977 Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2194936 ---Validation accuracy:--- 0.6698 Validation Loss: 1.1696272 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1436175 ---Validation accuracy:--- 0.672 Validation Loss: 1.1682457 Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.1881721 ---Validation accuracy:--- 0.672 Validation Loss: 1.1661541 Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2151741 ---Validation accuracy:--- 0.6714 Validation Loss: 1.1644125 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1311628 ---Validation accuracy:--- 0.6744 Validation Loss: 1.16313 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.128029 ---Validation accuracy:--- 0.6736 Validation Loss: 1.1618453 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2307969 ---Validation accuracy:--- 0.6744 Validation Loss: 1.1603651 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.1894046 ---Validation accuracy:--- 0.6738 Validation Loss: 1.1586556 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1151915 ---Validation accuracy:--- 0.674 Validation Loss: 1.1567043 Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2739273 ---Validation accuracy:--- 0.6748 Validation Loss: 1.1550112 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 1.0952202 ---Validation accuracy:--- 0.675 Validation Loss: 1.1534114 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1082165 ---Validation accuracy:--- 0.6758 Validation Loss: 1.151658 Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.2516377 ---Validation accuracy:--- 0.6752 Validation Loss: 1.1502017 Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.2849215 ---Validation accuracy:--- 0.6742 Validation Loss: 1.1499139 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1335984 ---Validation accuracy:--- 0.6766 Validation Loss: 1.1481481 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.234241 ---Validation accuracy:--- 0.6764 Validation Loss: 1.1464485 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1920507 ---Validation accuracy:--- 0.6768 Validation Loss: 1.1438584 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.128598 ---Validation accuracy:--- 0.6774 Validation Loss: 1.1420552 Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.1914135 ---Validation accuracy:--- 0.6782 Validation Loss: 1.1403967 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.171944 ---Validation accuracy:--- 0.678 Validation Loss: 1.138235 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1045326 ---Validation accuracy:--- 0.6778 Validation Loss: 1.1362964 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1449823 ---Validation accuracy:--- 0.6756 Validation Loss: 1.1347666 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.1272309 ---Validation accuracy:--- 0.6762 Validation Loss: 1.1331563 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1272724 ---Validation accuracy:--- 0.6772 Validation Loss: 1.1313092 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1692919 ---Validation accuracy:--- 0.6764 Validation Loss: 1.129809 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1765941 ---Validation accuracy:--- 0.6762 Validation Loss: 1.1286603 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1508678 ---Validation accuracy:--- 0.6794 Validation Loss: 1.1268238 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1750474 ---Validation accuracy:--- 0.6772 Validation Loss: 1.1253788 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0426204 ---Validation accuracy:--- 0.6796 Validation Loss: 1.1237621 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0976646 ---Validation accuracy:--- 0.6788 Validation Loss: 1.122108 Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.1403791 ---Validation accuracy:--- 0.6776 Validation Loss: 1.120359 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0994118 ---Validation accuracy:--- 0.6804 Validation Loss: 1.1187922 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9821817 ---Validation accuracy:--- 0.6798 Validation Loss: 1.1175789 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1145755 ---Validation accuracy:--- 0.6808 Validation Loss: 1.1161042 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0901537 ---Validation accuracy:--- 0.6826 Validation Loss: 1.1143041 Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.0862982 ---Validation accuracy:--- 0.6844 Validation Loss: 1.1129483 Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.144911 ---Validation accuracy:--- 0.6854 Validation Loss: 1.1115915 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0886166 ---Validation accuracy:--- 0.6848 Validation Loss: 1.1102344 Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.1906078 ---Validation accuracy:--- 0.6832 Validation Loss: 1.1085556 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0746417 ---Validation accuracy:--- 0.6806 Validation Loss: 1.1077008 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.2841313 ---Validation accuracy:--- 0.6826 Validation Loss: 1.1058513 Epoch: 2 ---Training accuracy:--- 0.625 Training Loss: 1.2091783 ---Validation accuracy:--- 0.6822 Validation Loss: 1.1045198 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.143064 ---Validation accuracy:--- 0.6826 Validation Loss: 1.103393 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.0451123 ---Validation accuracy:--- 0.6822 Validation Loss: 1.1020491 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1475446 ---Validation accuracy:--- 0.6824 Validation Loss: 1.1002114 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0719107 ---Validation accuracy:--- 0.6846 Validation Loss: 1.0985734 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0731951 ---Validation accuracy:--- 0.6838 Validation Loss: 1.0974345 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1104155 ---Validation accuracy:--- 0.6866 Validation Loss: 1.0955257 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1365172 ---Validation accuracy:--- 0.6864 Validation Loss: 1.0940663 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0373594 ---Validation accuracy:--- 0.6858 Validation Loss: 1.0928012 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0413226 ---Validation accuracy:--- 0.6864 Validation Loss: 1.0908071 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0621339 ---Validation accuracy:--- 0.686 Validation Loss: 1.0894876 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.051134 ---Validation accuracy:--- 0.6882 Validation Loss: 1.0879055 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1413251 ---Validation accuracy:--- 0.6892 Validation Loss: 1.0873454 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0560782 ---Validation accuracy:--- 0.69 Validation Loss: 1.0855639 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0855875 ---Validation accuracy:--- 0.69 Validation Loss: 1.0840104 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.997921 ---Validation accuracy:--- 0.6922 Validation Loss: 1.0825032 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0647267 ---Validation accuracy:--- 0.6922 Validation Loss: 1.0808558 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0106593 ---Validation accuracy:--- 0.6928 Validation Loss: 1.0789359 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0545498 ---Validation accuracy:--- 0.693 Validation Loss: 1.0775458 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0836382 ---Validation accuracy:--- 0.6932 Validation Loss: 1.0758194 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.1149452 ---Validation accuracy:--- 0.6942 Validation Loss: 1.0742307 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0337702 ---Validation accuracy:--- 0.6928 Validation Loss: 1.0733508 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.9762235 ---Validation accuracy:--- 0.693 Validation Loss: 1.0719141 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.088312 ---Validation accuracy:--- 0.6936 Validation Loss: 1.0706105 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9655797 ---Validation accuracy:--- 0.6946 Validation Loss: 1.0694939 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0721835 ---Validation accuracy:--- 0.6948 Validation Loss: 1.0678239 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0848031 ---Validation accuracy:--- 0.6956 Validation Loss: 1.0664719 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1604714 ---Validation accuracy:--- 0.6956 Validation Loss: 1.0656174 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0075998 ---Validation accuracy:--- 0.695 Validation Loss: 1.0636411 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0113435 ---Validation accuracy:--- 0.695 Validation Loss: 1.0621395 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0593227 ---Validation accuracy:--- 0.6952 Validation Loss: 1.0606409 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.9997092 ---Validation accuracy:--- 0.6976 Validation Loss: 1.0591298 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0298469 ---Validation accuracy:--- 0.6976 Validation Loss: 1.0572839 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.004124 ---Validation accuracy:--- 0.698 Validation Loss: 1.0566766 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9904989 ---Validation accuracy:--- 0.6986 Validation Loss: 1.0548828 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9828157 ---Validation accuracy:--- 0.6972 Validation Loss: 1.0537374 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1194999 ---Validation accuracy:--- 0.6978 Validation Loss: 1.0519322 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0753103 ---Validation accuracy:--- 0.6978 Validation Loss: 1.0504974 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0078839 ---Validation accuracy:--- 0.6986 Validation Loss: 1.0491891 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1085579 ---Validation accuracy:--- 0.6996 Validation Loss: 1.0475062 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0148941 ---Validation accuracy:--- 0.6994 Validation Loss: 1.0464944 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9608697 ---Validation accuracy:--- 0.6998 Validation Loss: 1.0449594 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.1500671 ---Validation accuracy:--- 0.7002 Validation Loss: 1.0434602 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0511714 ---Validation accuracy:--- 0.7014 Validation Loss: 1.0414772 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0263972 ---Validation accuracy:--- 0.7016 Validation Loss: 1.0402321 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0424125 ---Validation accuracy:--- 0.702 Validation Loss: 1.0386896 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1192535 ---Validation accuracy:--- 0.703 Validation Loss: 1.0371604 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0651436 ---Validation accuracy:--- 0.7034 Validation Loss: 1.0355581 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0894008 ---Validation accuracy:--- 0.703 Validation Loss: 1.0342162 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9995434 ---Validation accuracy:--- 0.703 Validation Loss: 1.0329547 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.013467 ---Validation accuracy:--- 0.703 Validation Loss: 1.0317355 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1100141 ---Validation accuracy:--- 0.7046 Validation Loss: 1.0296805 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1004175 ---Validation accuracy:--- 0.7054 Validation Loss: 1.0283506 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0844524 ---Validation accuracy:--- 0.7044 Validation Loss: 1.0273926 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 1.0238373 ---Validation accuracy:--- 0.705 Validation Loss: 1.026274 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0053121 ---Validation accuracy:--- 0.7072 Validation Loss: 1.0250673 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.95149475 ---Validation accuracy:--- 0.708 Validation Loss: 1.0233632 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0533147 ---Validation accuracy:--- 0.7064 Validation Loss: 1.0224085 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0467278 ---Validation accuracy:--- 0.7064 Validation Loss: 1.0208457 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.0694392 ---Validation accuracy:--- 0.7068 Validation Loss: 1.0197273 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9943801 ---Validation accuracy:--- 0.7054 Validation Loss: 1.0190418 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0858762 ---Validation accuracy:--- 0.7062 Validation Loss: 1.0179864 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.087848 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0161371 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9427028 ---Validation accuracy:--- 0.708 Validation Loss: 1.0146677 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.011586 ---Validation accuracy:--- 0.709 Validation Loss: 1.0135725 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.919733 ---Validation accuracy:--- 0.711 Validation Loss: 1.0120935 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.95566314 ---Validation accuracy:--- 0.7092 Validation Loss: 1.0111183 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9606061 ---Validation accuracy:--- 0.709 Validation Loss: 1.0096338 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8874052 ---Validation accuracy:--- 0.7092 Validation Loss: 1.0082185 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0871979 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0070871 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.011006 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0055231 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0036554 ---Validation accuracy:--- 0.7098 Validation Loss: 1.0041443 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0227567 ---Validation accuracy:--- 0.7108 Validation Loss: 1.0030165 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0039335 ---Validation accuracy:--- 0.7124 Validation Loss: 1.0019387 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9673505 ---Validation accuracy:--- 0.711 Validation Loss: 1.001 Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.1530938 ---Validation accuracy:--- 0.7126 Validation Loss: 0.9996734 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9916417 ---Validation accuracy:--- 0.7134 Validation Loss: 0.9978356 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0686914 ---Validation accuracy:--- 0.7132 Validation Loss: 0.99643767 Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1260315 ---Validation accuracy:--- 0.7144 Validation Loss: 0.99560225 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9841629 ---Validation accuracy:--- 0.7142 Validation Loss: 0.9940168 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0519543 ---Validation accuracy:--- 0.7144 Validation Loss: 0.9926092 Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.9479011 ---Validation accuracy:--- 0.714 Validation Loss: 0.9914072 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0566887 ---Validation accuracy:--- 0.7154 Validation Loss: 0.9898541 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0508647 ---Validation accuracy:--- 0.716 Validation Loss: 0.9888668 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0539418 ---Validation accuracy:--- 0.7164 Validation Loss: 0.9873761 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.98833525 ---Validation accuracy:--- 0.717 Validation Loss: 0.98633987 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.98180914 ---Validation accuracy:--- 0.7156 Validation Loss: 0.98512244 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0800819 ---Validation accuracy:--- 0.7166 Validation Loss: 0.9841486 Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.0984664 ---Validation accuracy:--- 0.717 Validation Loss: 0.98286444 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9197546 ---Validation accuracy:--- 0.7174 Validation Loss: 0.981758 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.99069613 ---Validation accuracy:--- 0.7166 Validation Loss: 0.98045456 Epoch: 2 ---Training accuracy:--- 0.655 Training Loss: 1.0889802 ---Validation accuracy:--- 0.7168 Validation Loss: 0.97899216 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 0.979673 ---Validation accuracy:--- 0.7168 Validation Loss: 0.9780096 Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.9703796 ---Validation accuracy:--- 0.7156 Validation Loss: 0.9767695 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9825633 ---Validation accuracy:--- 0.7164 Validation Loss: 0.9754949 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0178394 ---Validation accuracy:--- 0.7174 Validation Loss: 0.97466964 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.9256053 ---Validation accuracy:--- 0.7168 Validation Loss: 0.9746536 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.88208526 ---Validation accuracy:--- 0.7162 Validation Loss: 0.97366905 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0733002 ---Validation accuracy:--- 0.7182 Validation Loss: 0.9717695 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.9498381 ---Validation accuracy:--- 0.7174 Validation Loss: 0.97029376 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.9099127 ---Validation accuracy:--- 0.7172 Validation Loss: 0.96878105 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.94378906 ---Validation accuracy:--- 0.7192 Validation Loss: 0.96728283 Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0474263 ---Validation accuracy:--- 0.7188 Validation Loss: 0.9662701 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0296588 ---Validation accuracy:--- 0.721 Validation Loss: 0.9652747 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.9232689 ---Validation accuracy:--- 0.7214 Validation Loss: 0.9636029 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9263069 ---Validation accuracy:--- 0.7236 Validation Loss: 0.9627919 Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0360368 ---Validation accuracy:--- 0.7236 Validation Loss: 0.9618723 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.87525195 ---Validation accuracy:--- 0.7228 Validation Loss: 0.96048135 Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0747844 ---Validation accuracy:--- 0.7252 Validation Loss: 0.95909494 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.88112295 ---Validation accuracy:--- 0.7248 Validation Loss: 0.9575955 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.9874965 ---Validation accuracy:--- 0.726 Validation Loss: 0.9573793 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.9130908 ---Validation accuracy:--- 0.725 Validation Loss: 0.95626545 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.92166 ---Validation accuracy:--- 0.7248 Validation Loss: 0.95437384 Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0667497 ---Validation accuracy:--- 0.7256 Validation Loss: 0.9534464 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.89855134 ---Validation accuracy:--- 0.7256 Validation Loss: 0.9522582 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0081859 ---Validation accuracy:--- 0.7262 Validation Loss: 0.95136875 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0029488 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9511873 Epoch: 2 ---Training accuracy:--- 0.785 Training Loss: 0.826449 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9493376 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.8985317 ---Validation accuracy:--- 0.7248 Validation Loss: 0.9483779 Epoch: 2 ---Training accuracy:--- 0.775 Training Loss: 0.8799846 ---Validation accuracy:--- 0.7252 Validation Loss: 0.9471713 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.95407534 ---Validation accuracy:--- 0.7252 Validation Loss: 0.9456594 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8445375 ---Validation accuracy:--- 0.7246 Validation Loss: 0.9445538 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0192616 ---Validation accuracy:--- 0.726 Validation Loss: 0.9437051 Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.89801604 ---Validation accuracy:--- 0.7244 Validation Loss: 0.94195694 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.89571893 ---Validation accuracy:--- 0.7244 Validation Loss: 0.94101757 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0146796 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9398504 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.9666919 ---Validation accuracy:--- 0.725 Validation Loss: 0.9391426 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.9080483 ---Validation accuracy:--- 0.7252 Validation Loss: 0.93818086 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9579268 ---Validation accuracy:--- 0.725 Validation Loss: 0.9375625 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.87498397 ---Validation accuracy:--- 0.7258 Validation Loss: 0.936458 Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.91674393 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9348623 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.0278877 ---Validation accuracy:--- 0.7266 Validation Loss: 0.9340784 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.88331985 ---Validation accuracy:--- 0.7276 Validation Loss: 0.9329423 Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.961479 ---Validation accuracy:--- 0.726 Validation Loss: 0.9321714 Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0037428 ---Validation accuracy:--- 0.7274 Validation Loss: 0.93087536 Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.87808365 ---Validation accuracy:--- 0.7272 Validation Loss: 0.92965066 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9449082 ---Validation accuracy:--- 0.7278 Validation Loss: 0.9284287 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8417854 ---Validation accuracy:--- 0.73 Validation Loss: 0.92714256 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.952406 ---Validation accuracy:--- 0.7292 Validation Loss: 0.9258695 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0321183 ---Validation accuracy:--- 0.7302 Validation Loss: 0.9251744 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.87323105 ---Validation accuracy:--- 0.731 Validation Loss: 0.9238375 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.983454 ---Validation accuracy:--- 0.7306 Validation Loss: 0.92256415 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.87798446 ---Validation accuracy:--- 0.7308 Validation Loss: 0.92158616 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.92967165 ---Validation accuracy:--- 0.7288 Validation Loss: 0.9203461 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9277785 ---Validation accuracy:--- 0.7302 Validation Loss: 0.91931885 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.8339307 ---Validation accuracy:--- 0.7306 Validation Loss: 0.9183048 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.9117917 ---Validation accuracy:--- 0.7314 Validation Loss: 0.9172125 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.8876477 ---Validation accuracy:--- 0.7312 Validation Loss: 0.9159056 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9025862 ---Validation accuracy:--- 0.729 Validation Loss: 0.9153414 Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0149976 ---Validation accuracy:--- 0.7308 Validation Loss: 0.91418964 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8893915 ---Validation accuracy:--- 0.7306 Validation Loss: 0.912575 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9795195 ---Validation accuracy:--- 0.732 Validation Loss: 0.9117462 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.85401887 ---Validation accuracy:--- 0.7322 Validation Loss: 0.91073084 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.89767545 ---Validation accuracy:--- 0.732 Validation Loss: 0.90983367 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.8970381 ---Validation accuracy:--- 0.7318 Validation Loss: 0.9089865 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.87722236 ---Validation accuracy:--- 0.7312 Validation Loss: 0.9077794 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.92007643 ---Validation accuracy:--- 0.7334 Validation Loss: 0.9061734 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9754924 ---Validation accuracy:--- 0.7318 Validation Loss: 0.90558124 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.90537095 ---Validation accuracy:--- 0.7336 Validation Loss: 0.9046051 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.888652 ---Validation accuracy:--- 0.7358 Validation Loss: 0.9033872 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.89779127 ---Validation accuracy:--- 0.7368 Validation Loss: 0.9023113 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9169072 ---Validation accuracy:--- 0.7336 Validation Loss: 0.90140605 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.98772764 ---Validation accuracy:--- 0.7348 Validation Loss: 0.90049696 Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.8751701 ---Validation accuracy:--- 0.7342 Validation Loss: 0.8992043 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8246727 ---Validation accuracy:--- 0.7324 Validation Loss: 0.8985998 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.9360733 ---Validation accuracy:--- 0.732 Validation Loss: 0.8976188 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8454993 ---Validation accuracy:--- 0.7318 Validation Loss: 0.8966618 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.7937696 ---Validation accuracy:--- 0.7334 Validation Loss: 0.8956697 Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9666255 ---Validation accuracy:--- 0.7342 Validation Loss: 0.894759 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.96624327 ---Validation accuracy:--- 0.7358 Validation Loss: 0.89380383 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8960786 ---Validation accuracy:--- 0.737 Validation Loss: 0.89309514 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.861474 ---Validation accuracy:--- 0.7394 Validation Loss: 0.8930034 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.88689804 ---Validation accuracy:--- 0.738 Validation Loss: 0.8915009 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.8819341 ---Validation accuracy:--- 0.7396 Validation Loss: 0.8898455 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.93375343 ---Validation accuracy:--- 0.7392 Validation Loss: 0.8884897 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9659984 ---Validation accuracy:--- 0.7392 Validation Loss: 0.88840324 Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.9099657 ---Validation accuracy:--- 0.739 Validation Loss: 0.88627654 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9023373 ---Validation accuracy:--- 0.7394 Validation Loss: 0.885039 Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.041533 ---Validation accuracy:--- 0.741 Validation Loss: 0.88382727 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.90566164 ---Validation accuracy:--- 0.7408 Validation Loss: 0.88302684 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.90094316 ---Validation accuracy:--- 0.7418 Validation Loss: 0.8819672 Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.87166977 ---Validation accuracy:--- 0.7414 Validation Loss: 0.8815557 Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.8851386 ---Validation accuracy:--- 0.7402 Validation Loss: 0.88076055 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.93730146 ---Validation accuracy:--- 0.7398 Validation Loss: 0.88028806 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.87421435 ---Validation accuracy:--- 0.7406 Validation Loss: 0.878807 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.93859756 ---Validation accuracy:--- 0.7402 Validation Loss: 0.8779658 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.7858303 ---Validation accuracy:--- 0.7414 Validation Loss: 0.8766738 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.89777756 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8756752 Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9025204 ---Validation accuracy:--- 0.7428 Validation Loss: 0.87412053 Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.8415203 ---Validation accuracy:--- 0.7428 Validation Loss: 0.87300485 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8715999 ---Validation accuracy:--- 0.7422 Validation Loss: 0.87198496 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8836605 ---Validation accuracy:--- 0.7426 Validation Loss: 0.8708758 Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.839057 ---Validation accuracy:--- 0.7422 Validation Loss: 0.87000096 Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9102653 ---Validation accuracy:--- 0.7422 Validation Loss: 0.86903954 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.93743604 ---Validation accuracy:--- 0.7408 Validation Loss: 0.8680883 Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.8177376 ---Validation accuracy:--- 0.7408 Validation Loss: 0.86723095 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.96905166 ---Validation accuracy:--- 0.7404 Validation Loss: 0.866283 Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.8795424 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8652794 Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.91396517 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8641797 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8183224 ---Validation accuracy:--- 0.741 Validation Loss: 0.8632066 Epoch: 2 ---Training accuracy:--- 0.785 Training Loss: 0.82390094 ---Validation accuracy:--- 0.7434 Validation Loss: 0.8624379 Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.86228335 ---Validation accuracy:--- 0.7414 Validation Loss: 0.86191326 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.7989058 ---Validation accuracy:--- 0.7438 Validation Loss: 0.86094123 Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.7529242 ---Validation accuracy:--- 0.7436 Validation Loss: 0.8600929 Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.82489455 ---Validation accuracy:--- 0.7442 Validation Loss: 0.85965925 Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8689273 ---Validation accuracy:--- 0.7442 Validation Loss: 0.8587001 Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8361887 ---Validation accuracy:--- 0.7456 Validation Loss: 0.8577526 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8650889 ---Validation accuracy:--- 0.7444 Validation Loss: 0.8569499 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.80317223 ---Validation accuracy:--- 0.7446 Validation Loss: 0.85677254 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.87512755 ---Validation accuracy:--- 0.7412 Validation Loss: 0.85599023 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8325337 ---Validation accuracy:--- 0.7416 Validation Loss: 0.85512346 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.87439835 ---Validation accuracy:--- 0.7462 Validation Loss: 0.8534191 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.80726045 ---Validation accuracy:--- 0.7464 Validation Loss: 0.85323894 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.80280167 ---Validation accuracy:--- 0.746 Validation Loss: 0.85186183 Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8668813 ---Validation accuracy:--- 0.744 Validation Loss: 0.85038865 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.9024868 ---Validation accuracy:--- 0.7452 Validation Loss: 0.84928906 Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.90576065 ---Validation accuracy:--- 0.7454 Validation Loss: 0.8485973 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8451416 ---Validation accuracy:--- 0.7466 Validation Loss: 0.8472697 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.897485 ---Validation accuracy:--- 0.7472 Validation Loss: 0.84656924 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.77982056 ---Validation accuracy:--- 0.747 Validation Loss: 0.8459334 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.77441955 ---Validation accuracy:--- 0.7468 Validation Loss: 0.8447801 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9132672 ---Validation accuracy:--- 0.7474 Validation Loss: 0.84366864 Epoch: 3 ---Training accuracy:--- 0.695 Training Loss: 0.8702024 ---Validation accuracy:--- 0.7476 Validation Loss: 0.84241194 Epoch: 3 ---Training accuracy:--- 0.655 Training Loss: 0.9835916 ---Validation accuracy:--- 0.7508 Validation Loss: 0.8416598 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8343312 ---Validation accuracy:--- 0.7536 Validation Loss: 0.84114695 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8774417 ---Validation accuracy:--- 0.7528 Validation Loss: 0.8406438 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.92789155 ---Validation accuracy:--- 0.7536 Validation Loss: 0.8402048 Epoch: 3 ---Training accuracy:--- 0.7 Training Loss: 0.92525804 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8387879 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8621613 ---Validation accuracy:--- 0.752 Validation Loss: 0.83763903 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.9151284 ---Validation accuracy:--- 0.7534 Validation Loss: 0.8364752 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.85020304 ---Validation accuracy:--- 0.7524 Validation Loss: 0.8359609 Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.89773786 ---Validation accuracy:--- 0.751 Validation Loss: 0.8343798 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.77656037 ---Validation accuracy:--- 0.7512 Validation Loss: 0.83342326 Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.85995084 ---Validation accuracy:--- 0.7516 Validation Loss: 0.8323314 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.82908255 ---Validation accuracy:--- 0.7522 Validation Loss: 0.8314834 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9124854 ---Validation accuracy:--- 0.7532 Validation Loss: 0.83084226 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.91587156 ---Validation accuracy:--- 0.7526 Validation Loss: 0.8300251 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.7308739 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8289492 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.71068144 ---Validation accuracy:--- 0.7552 Validation Loss: 0.8279828 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.83023804 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8268639 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8631502 ---Validation accuracy:--- 0.7544 Validation Loss: 0.82667893 Epoch: 3 ---Training accuracy:--- 0.695 Training Loss: 0.91133344 ---Validation accuracy:--- 0.7548 Validation Loss: 0.825425 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8647703 ---Validation accuracy:--- 0.7564 Validation Loss: 0.82396346 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.8288937 ---Validation accuracy:--- 0.7564 Validation Loss: 0.8232647 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.90885496 ---Validation accuracy:--- 0.7556 Validation Loss: 0.82243913 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.8147342 ---Validation accuracy:--- 0.7556 Validation Loss: 0.8216588 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8115513 ---Validation accuracy:--- 0.7584 Validation Loss: 0.8210607 Epoch: 3 ---Training accuracy:--- 0.69 Training Loss: 0.9351817 ---Validation accuracy:--- 0.7578 Validation Loss: 0.8199084 Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.8490663 ---Validation accuracy:--- 0.7592 Validation Loss: 0.8191982 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7494028 ---Validation accuracy:--- 0.7586 Validation Loss: 0.81826633 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7616976 ---Validation accuracy:--- 0.757 Validation Loss: 0.81772834 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.727735 ---Validation accuracy:--- 0.7564 Validation Loss: 0.8169603 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.6818347 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8158752 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.83524674 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8147461 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8173149 ---Validation accuracy:--- 0.759 Validation Loss: 0.81372815 Epoch: 3 ---Training accuracy:--- 0.675 Training Loss: 0.924223 ---Validation accuracy:--- 0.7602 Validation Loss: 0.812548 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.83924377 ---Validation accuracy:--- 0.7602 Validation Loss: 0.81206566 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.87609446 ---Validation accuracy:--- 0.759 Validation Loss: 0.81246716 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.76506186 ---Validation accuracy:--- 0.7596 Validation Loss: 0.8112423 Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.8907432 ---Validation accuracy:--- 0.7592 Validation Loss: 0.8098297 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.834975 ---Validation accuracy:--- 0.7606 Validation Loss: 0.80909485 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8758806 ---Validation accuracy:--- 0.761 Validation Loss: 0.8083435 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.774234 ---Validation accuracy:--- 0.7582 Validation Loss: 0.8079869 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7632825 ---Validation accuracy:--- 0.7576 Validation Loss: 0.80713314 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9153285 ---Validation accuracy:--- 0.7606 Validation Loss: 0.806591 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.78445596 ---Validation accuracy:--- 0.7594 Validation Loss: 0.8057761 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.87748164 ---Validation accuracy:--- 0.7612 Validation Loss: 0.8041751 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8155188 ---Validation accuracy:--- 0.7616 Validation Loss: 0.80291224 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.6728734 ---Validation accuracy:--- 0.7604 Validation Loss: 0.8020219 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.84130305 ---Validation accuracy:--- 0.7608 Validation Loss: 0.8017784 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.8211209 ---Validation accuracy:--- 0.7636 Validation Loss: 0.80113304 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.73876524 ---Validation accuracy:--- 0.763 Validation Loss: 0.7999544 Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8662381 ---Validation accuracy:--- 0.7622 Validation Loss: 0.7989516 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.93528074 ---Validation accuracy:--- 0.763 Validation Loss: 0.7980551 Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.9096054 ---Validation accuracy:--- 0.7654 Validation Loss: 0.79662794 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7425817 ---Validation accuracy:--- 0.7652 Validation Loss: 0.7956767 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.79916245 ---Validation accuracy:--- 0.7642 Validation Loss: 0.7948091 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.85476273 ---Validation accuracy:--- 0.7672 Validation Loss: 0.7939557 Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.9350031 ---Validation accuracy:--- 0.7664 Validation Loss: 0.79420763 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.81447065 ---Validation accuracy:--- 0.7658 Validation Loss: 0.7924694 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.80554825 ---Validation accuracy:--- 0.766 Validation Loss: 0.79185593 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.84191054 ---Validation accuracy:--- 0.767 Validation Loss: 0.7909246 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.77052444 ---Validation accuracy:--- 0.7674 Validation Loss: 0.78949636 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.79774415 ---Validation accuracy:--- 0.7682 Validation Loss: 0.78875476 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7992746 ---Validation accuracy:--- 0.7682 Validation Loss: 0.787444 Epoch: 3 ---Training accuracy:--- 0.71 Training Loss: 0.94418496 ---Validation accuracy:--- 0.7704 Validation Loss: 0.78654885 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.68052703 ---Validation accuracy:--- 0.77 Validation Loss: 0.7861134 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.77602005 ---Validation accuracy:--- 0.7674 Validation Loss: 0.78490263 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.75227463 ---Validation accuracy:--- 0.7664 Validation Loss: 0.78459585 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.8074427 ---Validation accuracy:--- 0.768 Validation Loss: 0.78365856 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9465343 ---Validation accuracy:--- 0.769 Validation Loss: 0.7828564 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.82640916 ---Validation accuracy:--- 0.7704 Validation Loss: 0.78231066 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8672011 ---Validation accuracy:--- 0.7752 Validation Loss: 0.7820393 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6964986 ---Validation accuracy:--- 0.7726 Validation Loss: 0.78138113 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.70734876 ---Validation accuracy:--- 0.7744 Validation Loss: 0.7802682 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7406346 ---Validation accuracy:--- 0.7754 Validation Loss: 0.7795052 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7964737 ---Validation accuracy:--- 0.771 Validation Loss: 0.7783664 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8021343 ---Validation accuracy:--- 0.7722 Validation Loss: 0.7779688 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.845501 ---Validation accuracy:--- 0.7724 Validation Loss: 0.7769388 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.82375026 ---Validation accuracy:--- 0.7758 Validation Loss: 0.7764956 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.75928175 ---Validation accuracy:--- 0.7774 Validation Loss: 0.7758423 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6687312 ---Validation accuracy:--- 0.7764 Validation Loss: 0.77476907 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.97693574 ---Validation accuracy:--- 0.7766 Validation Loss: 0.7739986 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7988039 ---Validation accuracy:--- 0.777 Validation Loss: 0.77304065 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.82759994 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7718453 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.76127875 ---Validation accuracy:--- 0.7766 Validation Loss: 0.7715302 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.84953475 ---Validation accuracy:--- 0.7758 Validation Loss: 0.77200186 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6475122 ---Validation accuracy:--- 0.7764 Validation Loss: 0.77142155 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.85144824 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7707258 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.74712527 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7696831 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7373305 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7688638 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.95141244 ---Validation accuracy:--- 0.7766 Validation Loss: 0.767088 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.865185 ---Validation accuracy:--- 0.7774 Validation Loss: 0.76631945 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7093846 ---Validation accuracy:--- 0.7774 Validation Loss: 0.76567763 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7109802 ---Validation accuracy:--- 0.7748 Validation Loss: 0.76429886 Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8081981 ---Validation accuracy:--- 0.7742 Validation Loss: 0.7630966 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.74893796 ---Validation accuracy:--- 0.7762 Validation Loss: 0.7625251 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.71960604 ---Validation accuracy:--- 0.7738 Validation Loss: 0.76166904 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8489807 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7618286 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7308661 ---Validation accuracy:--- 0.7768 Validation Loss: 0.76189756 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.6807003 ---Validation accuracy:--- 0.777 Validation Loss: 0.7610548 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7567487 ---Validation accuracy:--- 0.7784 Validation Loss: 0.7590499 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.79812986 ---Validation accuracy:--- 0.7786 Validation Loss: 0.7583203 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8574695 ---Validation accuracy:--- 0.7802 Validation Loss: 0.7574424 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7350038 ---Validation accuracy:--- 0.7794 Validation Loss: 0.7565757 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8702587 ---Validation accuracy:--- 0.781 Validation Loss: 0.7556519 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7313293 ---Validation accuracy:--- 0.7802 Validation Loss: 0.7550217 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.73927057 ---Validation accuracy:--- 0.7802 Validation Loss: 0.75388867 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.79140824 ---Validation accuracy:--- 0.7786 Validation Loss: 0.753336 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.7275631 ---Validation accuracy:--- 0.777 Validation Loss: 0.7529961 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.79708266 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7521396 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.84221977 ---Validation accuracy:--- 0.7756 Validation Loss: 0.7512884 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.71926695 ---Validation accuracy:--- 0.7764 Validation Loss: 0.75027734 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.73622084 ---Validation accuracy:--- 0.7782 Validation Loss: 0.749554 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.9008533 ---Validation accuracy:--- 0.7792 Validation Loss: 0.74881065 Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.723329 ---Validation accuracy:--- 0.7796 Validation Loss: 0.7480988 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.75427294 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7478833 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.791389 ---Validation accuracy:--- 0.7792 Validation Loss: 0.74689 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.89274824 ---Validation accuracy:--- 0.7844 Validation Loss: 0.74641097 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8488694 ---Validation accuracy:--- 0.7838 Validation Loss: 0.7457547 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7296341 ---Validation accuracy:--- 0.7832 Validation Loss: 0.74461985 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7033839 ---Validation accuracy:--- 0.7824 Validation Loss: 0.743667 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.7760478 ---Validation accuracy:--- 0.7792 Validation Loss: 0.7428494 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.74101335 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7416592 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7690274 ---Validation accuracy:--- 0.7852 Validation Loss: 0.7406797 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7856321 ---Validation accuracy:--- 0.7846 Validation Loss: 0.7399839 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.70472264 ---Validation accuracy:--- 0.7826 Validation Loss: 0.739813 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.8047774 ---Validation accuracy:--- 0.7836 Validation Loss: 0.7391649 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6910156 ---Validation accuracy:--- 0.7834 Validation Loss: 0.7391127 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.86359024 ---Validation accuracy:--- 0.7864 Validation Loss: 0.7372923 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.78351027 ---Validation accuracy:--- 0.7858 Validation Loss: 0.7366143 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7140539 ---Validation accuracy:--- 0.786 Validation Loss: 0.73587483 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7603032 ---Validation accuracy:--- 0.787 Validation Loss: 0.73477346 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6139308 ---Validation accuracy:--- 0.7862 Validation Loss: 0.73435473 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.7814996 ---Validation accuracy:--- 0.7846 Validation Loss: 0.7333629 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.62703 ---Validation accuracy:--- 0.7854 Validation Loss: 0.7328262 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8480982 ---Validation accuracy:--- 0.787 Validation Loss: 0.7319829 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.71591264 ---Validation accuracy:--- 0.7882 Validation Loss: 0.73153806 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.61971545 ---Validation accuracy:--- 0.788 Validation Loss: 0.7307968 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7418987 ---Validation accuracy:--- 0.7886 Validation Loss: 0.72987956 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7242753 ---Validation accuracy:--- 0.7888 Validation Loss: 0.72889346 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.69044065 ---Validation accuracy:--- 0.7898 Validation Loss: 0.72892714 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.7415128 ---Validation accuracy:--- 0.7896 Validation Loss: 0.72842336 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.77541673 ---Validation accuracy:--- 0.7878 Validation Loss: 0.7268683 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.7564838 ---Validation accuracy:--- 0.7914 Validation Loss: 0.7262258 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.77900225 ---Validation accuracy:--- 0.79 Validation Loss: 0.7254967 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7653877 ---Validation accuracy:--- 0.791 Validation Loss: 0.7247774 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.6904163 ---Validation accuracy:--- 0.7924 Validation Loss: 0.72440535 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6674248 ---Validation accuracy:--- 0.7922 Validation Loss: 0.7241148 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.72211814 ---Validation accuracy:--- 0.7924 Validation Loss: 0.72287506 Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.83498186 ---Validation accuracy:--- 0.7936 Validation Loss: 0.72210664 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.7345101 ---Validation accuracy:--- 0.793 Validation Loss: 0.7218627 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.81812316 ---Validation accuracy:--- 0.7956 Validation Loss: 0.72089267 Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.59228396 ---Validation accuracy:--- 0.7942 Validation Loss: 0.7199673 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.76637596 ---Validation accuracy:--- 0.7936 Validation Loss: 0.71928513 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7356174 ---Validation accuracy:--- 0.7938 Validation Loss: 0.7187971 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.65487707 ---Validation accuracy:--- 0.7926 Validation Loss: 0.71789724 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.75518554 ---Validation accuracy:--- 0.7916 Validation Loss: 0.7170201 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.62323606 ---Validation accuracy:--- 0.7912 Validation Loss: 0.7168162 Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.60461515 ---Validation accuracy:--- 0.7912 Validation Loss: 0.71623856 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.7834488 ---Validation accuracy:--- 0.7884 Validation Loss: 0.7155468 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7941227 ---Validation accuracy:--- 0.788 Validation Loss: 0.71502185 Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8465133 ---Validation accuracy:--- 0.791 Validation Loss: 0.714162 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7064415 ---Validation accuracy:--- 0.793 Validation Loss: 0.7130294 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6165204 ---Validation accuracy:--- 0.7928 Validation Loss: 0.7127585 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6334874 ---Validation accuracy:--- 0.7928 Validation Loss: 0.7117048 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.78854936 ---Validation accuracy:--- 0.7956 Validation Loss: 0.7107715 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7542052 ---Validation accuracy:--- 0.795 Validation Loss: 0.7101893 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.841486 ---Validation accuracy:--- 0.7976 Validation Loss: 0.70959526 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.62167597 ---Validation accuracy:--- 0.797 Validation Loss: 0.7086566 Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.84382474 ---Validation accuracy:--- 0.7976 Validation Loss: 0.70840603 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7811749 ---Validation accuracy:--- 0.7988 Validation Loss: 0.7078432 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.82533157 ---Validation accuracy:--- 0.7984 Validation Loss: 0.70712 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6986452 ---Validation accuracy:--- 0.7986 Validation Loss: 0.70614326 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6716397 ---Validation accuracy:--- 0.798 Validation Loss: 0.7055886 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.76355773 ---Validation accuracy:--- 0.7982 Validation Loss: 0.70507485 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.70369965 ---Validation accuracy:--- 0.7994 Validation Loss: 0.70518374 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7045 ---Validation accuracy:--- 0.7986 Validation Loss: 0.70419246 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.695166 ---Validation accuracy:--- 0.8012 Validation Loss: 0.70341843 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.72008777 ---Validation accuracy:--- 0.799 Validation Loss: 0.70237595 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.71929604 ---Validation accuracy:--- 0.7982 Validation Loss: 0.7017201 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.77687716 ---Validation accuracy:--- 0.8004 Validation Loss: 0.70107675 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7667884 ---Validation accuracy:--- 0.8006 Validation Loss: 0.700274 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7465971 ---Validation accuracy:--- 0.7998 Validation Loss: 0.70005053 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.63983935 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6994995 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7199984 ---Validation accuracy:--- 0.8002 Validation Loss: 0.6987401 Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.78683037 ---Validation accuracy:--- 0.7992 Validation Loss: 0.69839406 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.71792585 ---Validation accuracy:--- 0.8004 Validation Loss: 0.69785905 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.73038083 ---Validation accuracy:--- 0.803 Validation Loss: 0.69743025 Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.73775446 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6967181 Epoch: 3 ---Training accuracy:--- 0.845 Training Loss: 0.60503983 ---Validation accuracy:--- 0.8048 Validation Loss: 0.6962775 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6883237 ---Validation accuracy:--- 0.8044 Validation Loss: 0.6957834 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7146457 ---Validation accuracy:--- 0.8052 Validation Loss: 0.695294 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.674 ---Validation accuracy:--- 0.8038 Validation Loss: 0.6939176 Epoch: 3 ---Training accuracy:--- 0.855 Training Loss: 0.63550866 ---Validation accuracy:--- 0.8052 Validation Loss: 0.69346017 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6934449 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6929015 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6790302 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6917179 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6608548 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6911404 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.67169917 ---Validation accuracy:--- 0.803 Validation Loss: 0.6907451 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6218077 ---Validation accuracy:--- 0.804 Validation Loss: 0.6899807 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7149122 ---Validation accuracy:--- 0.8048 Validation Loss: 0.6893051 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.56122833 ---Validation accuracy:--- 0.8074 Validation Loss: 0.6886976 Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.7085823 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6880147 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.72133225 ---Validation accuracy:--- 0.8112 Validation Loss: 0.6881021 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.72453094 ---Validation accuracy:--- 0.809 Validation Loss: 0.68698055 Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.77152234 ---Validation accuracy:--- 0.8108 Validation Loss: 0.68551326 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7272873 ---Validation accuracy:--- 0.811 Validation Loss: 0.684797 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.70280486 ---Validation accuracy:--- 0.811 Validation Loss: 0.6842139 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.72199553 ---Validation accuracy:--- 0.8104 Validation Loss: 0.6837416 Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.75697213 ---Validation accuracy:--- 0.8124 Validation Loss: 0.6831044 Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.770402 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6822242 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7703332 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6817462 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6370071 ---Validation accuracy:--- 0.8134 Validation Loss: 0.6809605 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.70765877 ---Validation accuracy:--- 0.8146 Validation Loss: 0.6808595 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.64494354 ---Validation accuracy:--- 0.814 Validation Loss: 0.67994446 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7107516 ---Validation accuracy:--- 0.814 Validation Loss: 0.6793155 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.74506164 ---Validation accuracy:--- 0.8112 Validation Loss: 0.6788587 Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.7757922 ---Validation accuracy:--- 0.8166 Validation Loss: 0.67927796 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6684622 ---Validation accuracy:--- 0.8154 Validation Loss: 0.67874724 Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.8096164 ---Validation accuracy:--- 0.8116 Validation Loss: 0.67773354 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6650219 ---Validation accuracy:--- 0.8114 Validation Loss: 0.6766486 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6111125 ---Validation accuracy:--- 0.8126 Validation Loss: 0.676078 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.6994049 ---Validation accuracy:--- 0.8136 Validation Loss: 0.67556405 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7048418 ---Validation accuracy:--- 0.8146 Validation Loss: 0.6746868 Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6827704 ---Validation accuracy:--- 0.8134 Validation Loss: 0.674319 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.78162277 ---Validation accuracy:--- 0.8114 Validation Loss: 0.6733278 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6304244 ---Validation accuracy:--- 0.8106 Validation Loss: 0.6725838 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.6783062 ---Validation accuracy:--- 0.811 Validation Loss: 0.67236155 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7672296 ---Validation accuracy:--- 0.8122 Validation Loss: 0.67142653 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6806351 ---Validation accuracy:--- 0.815 Validation Loss: 0.67080086 Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.6026474 ---Validation accuracy:--- 0.8166 Validation Loss: 0.6702115 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7187552 ---Validation accuracy:--- 0.8176 Validation Loss: 0.66953975 Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7905864 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6693285 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6922543 ---Validation accuracy:--- 0.8176 Validation Loss: 0.6693331 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6070667 ---Validation accuracy:--- 0.8182 Validation Loss: 0.6684593 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6906351 ---Validation accuracy:--- 0.8128 Validation Loss: 0.66737366 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6639905 ---Validation accuracy:--- 0.8116 Validation Loss: 0.667054 Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.70017624 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6662334 Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.78378755 ---Validation accuracy:--- 0.8172 Validation Loss: 0.6653424 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.62038344 ---Validation accuracy:--- 0.8194 Validation Loss: 0.6652809 Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5745826 ---Validation accuracy:--- 0.8188 Validation Loss: 0.6651451 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6714625 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6652096 Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.6880162 ---Validation accuracy:--- 0.8198 Validation Loss: 0.66406894 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.641034 ---Validation accuracy:--- 0.8192 Validation Loss: 0.66427034 Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.6316176 ---Validation accuracy:--- 0.817 Validation Loss: 0.66248924 Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.63198096 ---Validation accuracy:--- 0.8168 Validation Loss: 0.6617314 Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.6651709 ---Validation accuracy:--- 0.8164 Validation Loss: 0.66091114 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.69413954 ---Validation accuracy:--- 0.8152 Validation Loss: 0.66000694 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6388989 ---Validation accuracy:--- 0.8146 Validation Loss: 0.65967476 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.73474586 ---Validation accuracy:--- 0.8154 Validation Loss: 0.6591765 Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.65990037 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6583622 Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.73371077 ---Validation accuracy:--- 0.8192 Validation Loss: 0.657894 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.67887586 ---Validation accuracy:--- 0.818 Validation Loss: 0.65732795 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.65873414 ---Validation accuracy:--- 0.8192 Validation Loss: 0.6568324 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7572101 ---Validation accuracy:--- 0.82 Validation Loss: 0.6561096 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6204207 ---Validation accuracy:--- 0.8198 Validation Loss: 0.6553155 Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7533376 ---Validation accuracy:--- 0.8176 Validation Loss: 0.6550247 Epoch: 3 ---Training accuracy:--- 0.855 Training Loss: 0.5801564 ---Validation accuracy:--- 0.8204 Validation Loss: 0.6545618 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6526582 ---Validation accuracy:--- 0.8214 Validation Loss: 0.65385586 Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6696831 ---Validation accuracy:--- 0.8228 Validation Loss: 0.6531305 Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.61591136 ---Validation accuracy:--- 0.8218 Validation Loss: 0.6526153 Epoch: 3 ---Training accuracy:--- 0.845 Training Loss: 0.6695034 ---Validation accuracy:--- 0.8204 Validation Loss: 0.6518399 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62131387 ---Validation accuracy:--- 0.8206 Validation Loss: 0.65139407 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.62545985 ---Validation accuracy:--- 0.821 Validation Loss: 0.65101826 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.75370955 ---Validation accuracy:--- 0.8224 Validation Loss: 0.65038097 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6037285 ---Validation accuracy:--- 0.823 Validation Loss: 0.650212 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.72146624 ---Validation accuracy:--- 0.8226 Validation Loss: 0.64968693 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.69799024 ---Validation accuracy:--- 0.8244 Validation Loss: 0.6492724 Epoch: 4 ---Training accuracy:--- 0.765 Training Loss: 0.741037 ---Validation accuracy:--- 0.8234 Validation Loss: 0.648641 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.58456457 ---Validation accuracy:--- 0.8226 Validation Loss: 0.64809936 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6580533 ---Validation accuracy:--- 0.8218 Validation Loss: 0.64784443 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.7702208 ---Validation accuracy:--- 0.822 Validation Loss: 0.6473325 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.7059967 ---Validation accuracy:--- 0.8208 Validation Loss: 0.646917 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6294044 ---Validation accuracy:--- 0.8196 Validation Loss: 0.6463901 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.68742526 ---Validation accuracy:--- 0.8216 Validation Loss: 0.6453657 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.677642 ---Validation accuracy:--- 0.8236 Validation Loss: 0.6447365 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.59466356 ---Validation accuracy:--- 0.8268 Validation Loss: 0.6437609 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5277436 ---Validation accuracy:--- 0.8262 Validation Loss: 0.6433042 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5926999 ---Validation accuracy:--- 0.8236 Validation Loss: 0.64282316 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6793469 ---Validation accuracy:--- 0.8236 Validation Loss: 0.6419043 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6271682 ---Validation accuracy:--- 0.8238 Validation Loss: 0.6418731 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.71702677 ---Validation accuracy:--- 0.8236 Validation Loss: 0.64180756 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.59255415 ---Validation accuracy:--- 0.8248 Validation Loss: 0.6419949 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.62907916 ---Validation accuracy:--- 0.825 Validation Loss: 0.6408763 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6029584 ---Validation accuracy:--- 0.8248 Validation Loss: 0.6402068 Epoch: 4 ---Training accuracy:--- 0.76 Training Loss: 0.7909503 ---Validation accuracy:--- 0.8258 Validation Loss: 0.6395766 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5732648 ---Validation accuracy:--- 0.8282 Validation Loss: 0.639052 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62906194 ---Validation accuracy:--- 0.8312 Validation Loss: 0.6390795 Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.8203276 ---Validation accuracy:--- 0.8336 Validation Loss: 0.6382503 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6343611 ---Validation accuracy:--- 0.8324 Validation Loss: 0.63811964 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6143141 ---Validation accuracy:--- 0.8342 Validation Loss: 0.63742894 Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.7477743 ---Validation accuracy:--- 0.8332 Validation Loss: 0.6380132 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6448454 ---Validation accuracy:--- 0.8348 Validation Loss: 0.63694036 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6682962 ---Validation accuracy:--- 0.8356 Validation Loss: 0.6366567 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6211801 ---Validation accuracy:--- 0.8352 Validation Loss: 0.6367198 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.69545394 ---Validation accuracy:--- 0.836 Validation Loss: 0.6361043 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.60900205 ---Validation accuracy:--- 0.8346 Validation Loss: 0.6359371 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.53098655 ---Validation accuracy:--- 0.8338 Validation Loss: 0.6356178 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.65579176 ---Validation accuracy:--- 0.8364 Validation Loss: 0.6355507 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.6644107 ---Validation accuracy:--- 0.8354 Validation Loss: 0.6339243 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6114499 ---Validation accuracy:--- 0.8354 Validation Loss: 0.6319376 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6302729 ---Validation accuracy:--- 0.834 Validation Loss: 0.63089484 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.64173144 ---Validation accuracy:--- 0.8336 Validation Loss: 0.6304291 Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.6011713 ---Validation accuracy:--- 0.8312 Validation Loss: 0.62966436 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6773638 ---Validation accuracy:--- 0.8326 Validation Loss: 0.6289737 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.60742325 ---Validation accuracy:--- 0.831 Validation Loss: 0.6285139 Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.70827997 ---Validation accuracy:--- 0.8316 Validation Loss: 0.62836957 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.6915158 ---Validation accuracy:--- 0.8308 Validation Loss: 0.6276288 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.7346472 ---Validation accuracy:--- 0.8306 Validation Loss: 0.62765205 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.647966 ---Validation accuracy:--- 0.8312 Validation Loss: 0.6267921 Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.6109027 ---Validation accuracy:--- 0.8316 Validation Loss: 0.6262499 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.53463423 ---Validation accuracy:--- 0.8322 Validation Loss: 0.6256745 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6666348 ---Validation accuracy:--- 0.834 Validation Loss: 0.62611026 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.67702866 ---Validation accuracy:--- 0.834 Validation Loss: 0.625087 Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.6727769 ---Validation accuracy:--- 0.834 Validation Loss: 0.6236453 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5027372 ---Validation accuracy:--- 0.834 Validation Loss: 0.623033 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.62384504 ---Validation accuracy:--- 0.8334 Validation Loss: 0.62295824 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6594124 ---Validation accuracy:--- 0.8354 Validation Loss: 0.62178326 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.63452953 ---Validation accuracy:--- 0.8354 Validation Loss: 0.62200487 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.7543003 ---Validation accuracy:--- 0.8348 Validation Loss: 0.62061965 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6498644 ---Validation accuracy:--- 0.8328 Validation Loss: 0.62129486 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.64746445 ---Validation accuracy:--- 0.833 Validation Loss: 0.62041974 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.7163237 ---Validation accuracy:--- 0.834 Validation Loss: 0.6198079 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.65516007 ---Validation accuracy:--- 0.836 Validation Loss: 0.6196636 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.5934069 ---Validation accuracy:--- 0.8378 Validation Loss: 0.61991143 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.70933974 ---Validation accuracy:--- 0.8368 Validation Loss: 0.6184075 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.660069 ---Validation accuracy:--- 0.836 Validation Loss: 0.61742747 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5825306 ---Validation accuracy:--- 0.836 Validation Loss: 0.61666363 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.684005 ---Validation accuracy:--- 0.8352 Validation Loss: 0.6166042 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6207188 ---Validation accuracy:--- 0.8364 Validation Loss: 0.6158756 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5969061 ---Validation accuracy:--- 0.838 Validation Loss: 0.61548376 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5670021 ---Validation accuracy:--- 0.8398 Validation Loss: 0.61541945 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.64250076 ---Validation accuracy:--- 0.8414 Validation Loss: 0.61560273 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7414051 ---Validation accuracy:--- 0.8414 Validation Loss: 0.61485666 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6615911 ---Validation accuracy:--- 0.8398 Validation Loss: 0.6146174 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6048013 ---Validation accuracy:--- 0.8362 Validation Loss: 0.6138337 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.580992 ---Validation accuracy:--- 0.8354 Validation Loss: 0.61410284 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.6739053 ---Validation accuracy:--- 0.838 Validation Loss: 0.61288935 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.68462694 ---Validation accuracy:--- 0.8386 Validation Loss: 0.6124946 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.590581 ---Validation accuracy:--- 0.8396 Validation Loss: 0.61135507 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6179998 ---Validation accuracy:--- 0.8372 Validation Loss: 0.6111192 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5587036 ---Validation accuracy:--- 0.8382 Validation Loss: 0.6116326 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5673924 ---Validation accuracy:--- 0.8388 Validation Loss: 0.6103814 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.66363114 ---Validation accuracy:--- 0.8398 Validation Loss: 0.6086893 Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.5352148 ---Validation accuracy:--- 0.8406 Validation Loss: 0.60896796 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62777346 ---Validation accuracy:--- 0.8396 Validation Loss: 0.60901165 Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.66313463 ---Validation accuracy:--- 0.8422 Validation Loss: 0.60852486 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.5639211 ---Validation accuracy:--- 0.8416 Validation Loss: 0.60750633 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5919664 ---Validation accuracy:--- 0.842 Validation Loss: 0.607156 Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.55859107 ---Validation accuracy:--- 0.842 Validation Loss: 0.6075975 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6451721 ---Validation accuracy:--- 0.8412 Validation Loss: 0.60752463 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6385044 ---Validation accuracy:--- 0.84 Validation Loss: 0.607005 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7626923 ---Validation accuracy:--- 0.8412 Validation Loss: 0.6058841 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.56952775 ---Validation accuracy:--- 0.8412 Validation Loss: 0.6045516 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.55994487 ---Validation accuracy:--- 0.8422 Validation Loss: 0.60426074 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6149159 ---Validation accuracy:--- 0.8446 Validation Loss: 0.6045625 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6119602 ---Validation accuracy:--- 0.8454 Validation Loss: 0.60519123 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.64081055 ---Validation accuracy:--- 0.8454 Validation Loss: 0.6051468 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6121189 ---Validation accuracy:--- 0.846 Validation Loss: 0.60464245 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7041546 ---Validation accuracy:--- 0.847 Validation Loss: 0.6038031 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5961957 ---Validation accuracy:--- 0.8468 Validation Loss: 0.60392034 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.591708 ---Validation accuracy:--- 0.845 Validation Loss: 0.6019002 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.7432842 ---Validation accuracy:--- 0.847 Validation Loss: 0.601352 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.62806433 ---Validation accuracy:--- 0.8472 Validation Loss: 0.6007438 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.69112635 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5999132 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6445065 ---Validation accuracy:--- 0.8456 Validation Loss: 0.59950995 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6322957 ---Validation accuracy:--- 0.8448 Validation Loss: 0.5989235 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.62877256 ---Validation accuracy:--- 0.8444 Validation Loss: 0.5980482 Epoch: 4 ---Training accuracy:--- 0.765 Training Loss: 0.7067119 ---Validation accuracy:--- 0.8422 Validation Loss: 0.59812224 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5624839 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5977304 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5474 ---Validation accuracy:--- 0.8444 Validation Loss: 0.59694797 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5525937 ---Validation accuracy:--- 0.846 Validation Loss: 0.5967659 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5459794 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5956579 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.57843286 ---Validation accuracy:--- 0.846 Validation Loss: 0.5946462 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.52519596 ---Validation accuracy:--- 0.8446 Validation Loss: 0.594206 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5875766 ---Validation accuracy:--- 0.8458 Validation Loss: 0.59346294 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6519704 ---Validation accuracy:--- 0.8462 Validation Loss: 0.59298146 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5118417 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5928231 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5445639 ---Validation accuracy:--- 0.8462 Validation Loss: 0.59298956 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5732997 ---Validation accuracy:--- 0.8478 Validation Loss: 0.59240896 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5183482 ---Validation accuracy:--- 0.848 Validation Loss: 0.5919453 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.61306787 ---Validation accuracy:--- 0.848 Validation Loss: 0.5911816 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5372672 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5905845 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7015451 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5903083 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5925741 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5895852 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5959007 ---Validation accuracy:--- 0.848 Validation Loss: 0.5893382 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.63816476 ---Validation accuracy:--- 0.849 Validation Loss: 0.5894338 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6434822 ---Validation accuracy:--- 0.849 Validation Loss: 0.5890498 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.61668116 ---Validation accuracy:--- 0.85 Validation Loss: 0.58817166 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.55538875 ---Validation accuracy:--- 0.8486 Validation Loss: 0.58814365 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.48825672 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5878488 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.5576403 ---Validation accuracy:--- 0.8482 Validation Loss: 0.58653855 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5389427 ---Validation accuracy:--- 0.8486 Validation Loss: 0.5859403 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.58377475 ---Validation accuracy:--- 0.8496 Validation Loss: 0.5853126 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.75536126 ---Validation accuracy:--- 0.8494 Validation Loss: 0.5854424 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6005213 ---Validation accuracy:--- 0.847 Validation Loss: 0.5854083 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.68361634 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5849004 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.48013315 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5851239 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.61978376 ---Validation accuracy:--- 0.847 Validation Loss: 0.5842735 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5353156 ---Validation accuracy:--- 0.8498 Validation Loss: 0.583456 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5776545 ---Validation accuracy:--- 0.8494 Validation Loss: 0.5831148 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5327401 ---Validation accuracy:--- 0.85 Validation Loss: 0.5819463 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5585719 ---Validation accuracy:--- 0.848 Validation Loss: 0.58164865 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.66279024 ---Validation accuracy:--- 0.8496 Validation Loss: 0.5812218 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6076191 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5809172 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5511271 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5808348 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5815841 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5806909 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6605568 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5799054 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.71347827 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5793997 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.61178625 ---Validation accuracy:--- 0.8506 Validation Loss: 0.5792484 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.58209246 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5786691 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5082328 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5788885 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.66852814 ---Validation accuracy:--- 0.8498 Validation Loss: 0.5785134 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6499228 ---Validation accuracy:--- 0.8496 Validation Loss: 0.57715803 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6458617 ---Validation accuracy:--- 0.8502 Validation Loss: 0.5766545 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6224396 ---Validation accuracy:--- 0.85 Validation Loss: 0.5764284 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6089026 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5763481 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5857827 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5760389 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.57124364 ---Validation accuracy:--- 0.8488 Validation Loss: 0.57537663 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.52155006 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5749706 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.560755 ---Validation accuracy:--- 0.8526 Validation Loss: 0.57513195 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6147552 ---Validation accuracy:--- 0.8524 Validation Loss: 0.57510656 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.63222784 ---Validation accuracy:--- 0.8528 Validation Loss: 0.57586396 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5842768 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5747825 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.62790984 ---Validation accuracy:--- 0.8526 Validation Loss: 0.57408196 Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.73249465 ---Validation accuracy:--- 0.8552 Validation Loss: 0.57365227 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6028376 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5738169 Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.5098027 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5728184 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6941327 ---Validation accuracy:--- 0.8536 Validation Loss: 0.573293 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5843352 ---Validation accuracy:--- 0.853 Validation Loss: 0.57230693 Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.72552115 ---Validation accuracy:--- 0.8522 Validation Loss: 0.5719738 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.62275606 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5712875 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5883305 ---Validation accuracy:--- 0.853 Validation Loss: 0.57068276 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.4952131 ---Validation accuracy:--- 0.8536 Validation Loss: 0.56992614 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7131482 ---Validation accuracy:--- 0.852 Validation Loss: 0.5694103 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6722879 ---Validation accuracy:--- 0.8524 Validation Loss: 0.5688146 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.49997017 ---Validation accuracy:--- 0.851 Validation Loss: 0.5693187 Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.44995606 ---Validation accuracy:--- 0.8512 Validation Loss: 0.56904036 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5011098 ---Validation accuracy:--- 0.8504 Validation Loss: 0.56837314 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.5820475 ---Validation accuracy:--- 0.851 Validation Loss: 0.5684658 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7300725 ---Validation accuracy:--- 0.8512 Validation Loss: 0.5674367 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6276043 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5671998 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.53914946 ---Validation accuracy:--- 0.8518 Validation Loss: 0.5669303 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.61243594 ---Validation accuracy:--- 0.853 Validation Loss: 0.56666595 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.52699405 ---Validation accuracy:--- 0.852 Validation Loss: 0.5662956 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6800008 ---Validation accuracy:--- 0.8522 Validation Loss: 0.56548953 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5991648 ---Validation accuracy:--- 0.8532 Validation Loss: 0.56482524 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.53220075 ---Validation accuracy:--- 0.853 Validation Loss: 0.56450444 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6380265 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5643988 Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.46486375 ---Validation accuracy:--- 0.8522 Validation Loss: 0.5641332 Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.5248948 ---Validation accuracy:--- 0.8526 Validation Loss: 0.5640576 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.63458043 ---Validation accuracy:--- 0.8526 Validation Loss: 0.5632965 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.59985316 ---Validation accuracy:--- 0.853 Validation Loss: 0.5628012 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6424373 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5623827 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5214574 ---Validation accuracy:--- 0.8538 Validation Loss: 0.56208223 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.49364722 ---Validation accuracy:--- 0.8536 Validation Loss: 0.56162834 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.64041 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5603966 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.6146429 ---Validation accuracy:--- 0.853 Validation Loss: 0.559808 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.55197823 ---Validation accuracy:--- 0.8542 Validation Loss: 0.55932254 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.58349097 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5587656 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5688348 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5582827 Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.571145 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5580164 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5006864 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5577051 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6103229 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5579261 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5261934 ---Validation accuracy:--- 0.8542 Validation Loss: 0.558065 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5791469 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5574438 Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.59142596 ---Validation accuracy:--- 0.854 Validation Loss: 0.55724704 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.7015454 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5566275 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6295384 ---Validation accuracy:--- 0.8548 Validation Loss: 0.55608225 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.62552416 ---Validation accuracy:--- 0.855 Validation Loss: 0.556663 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.54216665 ---Validation accuracy:--- 0.855 Validation Loss: 0.5556806 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5351406 ---Validation accuracy:--- 0.8554 Validation Loss: 0.55521536 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6413266 ---Validation accuracy:--- 0.8564 Validation Loss: 0.554571 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.632309 ---Validation accuracy:--- 0.8558 Validation Loss: 0.55518 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5930228 ---Validation accuracy:--- 0.8564 Validation Loss: 0.55350095 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.48173794 ---Validation accuracy:--- 0.8562 Validation Loss: 0.55413944 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.545937 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5540731 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6740518 ---Validation accuracy:--- 0.857 Validation Loss: 0.55464464 Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6683313 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5530693 Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.5270366 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5525512 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5461012 ---Validation accuracy:--- 0.8564 Validation Loss: 0.55208826 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5688415 ---Validation accuracy:--- 0.858 Validation Loss: 0.5524896 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6082291 ---Validation accuracy:--- 0.8584 Validation Loss: 0.55163467 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5814242 ---Validation accuracy:--- 0.8584 Validation Loss: 0.55144465 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6328003 ---Validation accuracy:--- 0.857 Validation Loss: 0.55074525 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.51787114 ---Validation accuracy:--- 0.8574 Validation Loss: 0.55106485 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.57922685 ---Validation accuracy:--- 0.857 Validation Loss: 0.54995733 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6136248 ---Validation accuracy:--- 0.8574 Validation Loss: 0.5501557 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5687711 ---Validation accuracy:--- 0.8556 Validation Loss: 0.54954433 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6018928 ---Validation accuracy:--- 0.8566 Validation Loss: 0.5491277 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5967154 ---Validation accuracy:--- 0.8596 Validation Loss: 0.54704195 Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.48126122 ---Validation accuracy:--- 0.8584 Validation Loss: 0.54667956 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.47711667 ---Validation accuracy:--- 0.858 Validation Loss: 0.5465628 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.537624 ---Validation accuracy:--- 0.8592 Validation Loss: 0.54661936 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6405057 ---Validation accuracy:--- 0.859 Validation Loss: 0.54654217 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5310643 ---Validation accuracy:--- 0.8568 Validation Loss: 0.54612094 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5506376 ---Validation accuracy:--- 0.8566 Validation Loss: 0.5457169 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6469185 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5450271 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6190382 ---Validation accuracy:--- 0.8616 Validation Loss: 0.5449906 Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.5870853 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5451544 Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6373095 ---Validation accuracy:--- 0.8638 Validation Loss: 0.54459846 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.545682 ---Validation accuracy:--- 0.8622 Validation Loss: 0.54416156 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5548825 ---Validation accuracy:--- 0.8608 Validation Loss: 0.54388493 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5332836 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5435925 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.54971105 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5425007 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.49978188 ---Validation accuracy:--- 0.8612 Validation Loss: 0.54292196 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5767643 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5431329 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5619344 ---Validation accuracy:--- 0.86 Validation Loss: 0.5431545 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5286242 ---Validation accuracy:--- 0.859 Validation Loss: 0.5428913 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5558689 ---Validation accuracy:--- 0.8592 Validation Loss: 0.5414215 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.61188555 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5413081 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.56363046 ---Validation accuracy:--- 0.86 Validation Loss: 0.5410155 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6036182 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5406378 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.56452596 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53969944 Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.610438 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5392493 Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5857486 ---Validation accuracy:--- 0.8622 Validation Loss: 0.53911406 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.59193075 ---Validation accuracy:--- 0.862 Validation Loss: 0.5387277 Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6252935 ---Validation accuracy:--- 0.8616 Validation Loss: 0.539057 Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.53636914 ---Validation accuracy:--- 0.8628 Validation Loss: 0.53799623 Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.44143227 ---Validation accuracy:--- 0.8612 Validation Loss: 0.53766876 Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.50931364 ---Validation accuracy:--- 0.8616 Validation Loss: 0.53713053 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.63927674 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5362922 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.53187716 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5359543 Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5635479 ---Validation accuracy:--- 0.862 Validation Loss: 0.53563046 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6145409 ---Validation accuracy:--- 0.8622 Validation Loss: 0.53531 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.55957216 ---Validation accuracy:--- 0.861 Validation Loss: 0.53508127 Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.5388996 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53518426 Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.6355447 ---Validation accuracy:--- 0.861 Validation Loss: 0.53485984 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6047344 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5348141 Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.67417496 ---Validation accuracy:--- 0.8592 Validation Loss: 0.5359078 Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.56961447 ---Validation accuracy:--- 0.8598 Validation Loss: 0.53625995 Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.57089514 ---Validation accuracy:--- 0.8614 Validation Loss: 0.53471804 Epoch: 4 ---Training accuracy:--- 0.915 Training Loss: 0.4680905 ---Validation accuracy:--- 0.8596 Validation Loss: 0.53426164 Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.53275514 ---Validation accuracy:--- 0.8602 Validation Loss: 0.53334475 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5328269 ---Validation accuracy:--- 0.8586 Validation Loss: 0.5328346 Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6203254 ---Validation accuracy:--- 0.8584 Validation Loss: 0.5324488 Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5283387 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5326129 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5887358 ---Validation accuracy:--- 0.8612 Validation Loss: 0.53286433 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.6268274 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5319795 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.58508897 ---Validation accuracy:--- 0.8618 Validation Loss: 0.5304988 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.5003484 ---Validation accuracy:--- 0.8624 Validation Loss: 0.52985674 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.51582927 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5296764 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4791501 ---Validation accuracy:--- 0.862 Validation Loss: 0.52912444 Epoch: 5 ---Training accuracy:--- 0.8 Training Loss: 0.67031336 ---Validation accuracy:--- 0.8632 Validation Loss: 0.5285063 Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.45526406 ---Validation accuracy:--- 0.863 Validation Loss: 0.5288417 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.53757036 ---Validation accuracy:--- 0.8624 Validation Loss: 0.52865005 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6368181 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5283175 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.49253872 ---Validation accuracy:--- 0.863 Validation Loss: 0.5281102 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.49105048 ---Validation accuracy:--- 0.863 Validation Loss: 0.52775085 Epoch: 5 ---Training accuracy:--- 0.815 Training Loss: 0.5956687 ---Validation accuracy:--- 0.8624 Validation Loss: 0.5273828 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5178566 ---Validation accuracy:--- 0.8624 Validation Loss: 0.5269746 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.7285664 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5271215 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.48377702 ---Validation accuracy:--- 0.8612 Validation Loss: 0.52697664 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5218061 ---Validation accuracy:--- 0.861 Validation Loss: 0.5264879 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5153734 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5261064 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4735387 ---Validation accuracy:--- 0.8628 Validation Loss: 0.52527356 Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.47751626 ---Validation accuracy:--- 0.8626 Validation Loss: 0.52512103 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5386107 ---Validation accuracy:--- 0.8618 Validation Loss: 0.5257961 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.5051487 ---Validation accuracy:--- 0.8622 Validation Loss: 0.52567446 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5000752 ---Validation accuracy:--- 0.862 Validation Loss: 0.52467996 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6234291 ---Validation accuracy:--- 0.8634 Validation Loss: 0.524154 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.53605944 ---Validation accuracy:--- 0.8632 Validation Loss: 0.52361995 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5148184 ---Validation accuracy:--- 0.8638 Validation Loss: 0.52350515 Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.62831897 ---Validation accuracy:--- 0.8644 Validation Loss: 0.5227784 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5279962 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5226562 Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.64388776 ---Validation accuracy:--- 0.866 Validation Loss: 0.5217227 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.47086102 ---Validation accuracy:--- 0.8644 Validation Loss: 0.52183956 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5697334 ---Validation accuracy:--- 0.8652 Validation Loss: 0.52184 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5528136 ---Validation accuracy:--- 0.864 Validation Loss: 0.5226332 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.46819207 ---Validation accuracy:--- 0.8648 Validation Loss: 0.5213713 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.47899365 ---Validation accuracy:--- 0.865 Validation Loss: 0.52108264 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.54128206 ---Validation accuracy:--- 0.8658 Validation Loss: 0.52071595 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.49033415 ---Validation accuracy:--- 0.8672 Validation Loss: 0.52047586 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.55961394 ---Validation accuracy:--- 0.8666 Validation Loss: 0.5198465 Epoch: 5 ---Training accuracy:--- 0.805 Training Loss: 0.6552698 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5194318 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46790555 ---Validation accuracy:--- 0.8672 Validation Loss: 0.51919746 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.45317948 ---Validation accuracy:--- 0.8664 Validation Loss: 0.5187341 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5663941 ---Validation accuracy:--- 0.865 Validation Loss: 0.5186164 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.48477924 ---Validation accuracy:--- 0.8622 Validation Loss: 0.5186575 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5345938 ---Validation accuracy:--- 0.862 Validation Loss: 0.5185186 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.47061992 ---Validation accuracy:--- 0.862 Validation Loss: 0.51826274 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.58440477 ---Validation accuracy:--- 0.8622 Validation Loss: 0.51907295 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.502257 ---Validation accuracy:--- 0.8628 Validation Loss: 0.5179853 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5761438 ---Validation accuracy:--- 0.864 Validation Loss: 0.5168148 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45613456 ---Validation accuracy:--- 0.865 Validation Loss: 0.5168416 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46574187 ---Validation accuracy:--- 0.863 Validation Loss: 0.51733494 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.55336857 ---Validation accuracy:--- 0.862 Validation Loss: 0.5169994 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.5913693 ---Validation accuracy:--- 0.8618 Validation Loss: 0.51667196 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5309927 ---Validation accuracy:--- 0.8646 Validation Loss: 0.517016 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5532108 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5166415 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5395267 ---Validation accuracy:--- 0.8648 Validation Loss: 0.51545984 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5828723 ---Validation accuracy:--- 0.865 Validation Loss: 0.51557434 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6177772 ---Validation accuracy:--- 0.8654 Validation Loss: 0.5148417 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6012619 ---Validation accuracy:--- 0.8654 Validation Loss: 0.514569 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.5442068 ---Validation accuracy:--- 0.8662 Validation Loss: 0.5141943 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46031624 ---Validation accuracy:--- 0.8664 Validation Loss: 0.514406 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5823338 ---Validation accuracy:--- 0.8634 Validation Loss: 0.51517814 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.41481614 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5144263 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.51692367 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51462007 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.6082191 ---Validation accuracy:--- 0.8652 Validation Loss: 0.51389706 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49396238 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5143495 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.55795705 ---Validation accuracy:--- 0.865 Validation Loss: 0.512743 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5134242 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5116291 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.55499274 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5120974 Epoch: 5 ---Training accuracy:--- 0.805 Training Loss: 0.5682615 ---Validation accuracy:--- 0.8638 Validation Loss: 0.51208514 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6467694 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5126617 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.49871993 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51237375 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4389537 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51184535 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5757893 ---Validation accuracy:--- 0.8642 Validation Loss: 0.5117351 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.49263367 ---Validation accuracy:--- 0.8646 Validation Loss: 0.51090276 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.54239815 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5104239 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.46423554 ---Validation accuracy:--- 0.8642 Validation Loss: 0.5101012 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.62848496 ---Validation accuracy:--- 0.864 Validation Loss: 0.50940615 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.40992564 ---Validation accuracy:--- 0.8652 Validation Loss: 0.50896394 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4761693 ---Validation accuracy:--- 0.8656 Validation Loss: 0.50973 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.566634 ---Validation accuracy:--- 0.864 Validation Loss: 0.5104051 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.51106125 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5094017 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47415546 ---Validation accuracy:--- 0.8638 Validation Loss: 0.5085582 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5014537 ---Validation accuracy:--- 0.8632 Validation Loss: 0.509153 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.5662621 ---Validation accuracy:--- 0.8654 Validation Loss: 0.5080066 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5488609 ---Validation accuracy:--- 0.866 Validation Loss: 0.50805676 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5703239 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5068023 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.41135 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5073324 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49495536 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5075644 Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.37189242 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5079193 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.44885442 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5063818 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.5443658 ---Validation accuracy:--- 0.8678 Validation Loss: 0.5051357 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5521313 ---Validation accuracy:--- 0.8666 Validation Loss: 0.5050663 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5141002 ---Validation accuracy:--- 0.8684 Validation Loss: 0.5056762 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.535372 ---Validation accuracy:--- 0.8674 Validation Loss: 0.5051878 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.48721695 ---Validation accuracy:--- 0.8684 Validation Loss: 0.5048459 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45836997 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5042691 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.49094823 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5039612 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.59332716 ---Validation accuracy:--- 0.8698 Validation Loss: 0.50292444 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.45917237 ---Validation accuracy:--- 0.8704 Validation Loss: 0.50276697 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.45995483 ---Validation accuracy:--- 0.8702 Validation Loss: 0.5024801 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49928197 ---Validation accuracy:--- 0.8682 Validation Loss: 0.5029478 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.51716226 ---Validation accuracy:--- 0.8662 Validation Loss: 0.503497 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.6190333 ---Validation accuracy:--- 0.8652 Validation Loss: 0.50409836 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.50591713 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5036538 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.6277878 ---Validation accuracy:--- 0.8666 Validation Loss: 0.50363976 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5315037 ---Validation accuracy:--- 0.8662 Validation Loss: 0.5026822 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49040946 ---Validation accuracy:--- 0.8676 Validation Loss: 0.5023029 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.46399033 ---Validation accuracy:--- 0.8676 Validation Loss: 0.50190645 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.6064878 ---Validation accuracy:--- 0.8686 Validation Loss: 0.50123835 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.59311754 ---Validation accuracy:--- 0.8704 Validation Loss: 0.5006926 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5000788 ---Validation accuracy:--- 0.8692 Validation Loss: 0.50025725 Epoch: 5 ---Training accuracy:--- 0.915 Training Loss: 0.37120152 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4999828 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.39432624 ---Validation accuracy:--- 0.8692 Validation Loss: 0.49954966 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47306824 ---Validation accuracy:--- 0.868 Validation Loss: 0.49991596 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.61057097 ---Validation accuracy:--- 0.867 Validation Loss: 0.5006292 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.6059571 ---Validation accuracy:--- 0.8672 Validation Loss: 0.5001409 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.49583724 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4991129 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4350395 ---Validation accuracy:--- 0.8672 Validation Loss: 0.4986544 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5447136 ---Validation accuracy:--- 0.8684 Validation Loss: 0.49830645 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5345767 ---Validation accuracy:--- 0.8686 Validation Loss: 0.49773285 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.47985286 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4973918 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.55544925 ---Validation accuracy:--- 0.869 Validation Loss: 0.49674204 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6366063 ---Validation accuracy:--- 0.8688 Validation Loss: 0.49672246 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5077991 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49659312 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.52437294 ---Validation accuracy:--- 0.87 Validation Loss: 0.49590087 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5691098 ---Validation accuracy:--- 0.872 Validation Loss: 0.4954267 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.52738816 ---Validation accuracy:--- 0.8716 Validation Loss: 0.49499863 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.420848 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4946417 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.50219154 ---Validation accuracy:--- 0.872 Validation Loss: 0.49478886 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.48461753 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49507818 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5543528 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49554053 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5051909 ---Validation accuracy:--- 0.8694 Validation Loss: 0.49588516 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5722188 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49472067 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5942438 ---Validation accuracy:--- 0.8688 Validation Loss: 0.49508524 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.56212795 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49361417 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4491037 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4932019 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5046085 ---Validation accuracy:--- 0.8706 Validation Loss: 0.49326083 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6262968 ---Validation accuracy:--- 0.8704 Validation Loss: 0.49280083 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5481758 ---Validation accuracy:--- 0.8708 Validation Loss: 0.49271426 Epoch: 5 ---Training accuracy:--- 0.915 Training Loss: 0.38161427 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49252257 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.4072199 ---Validation accuracy:--- 0.871 Validation Loss: 0.4917809 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4704399 ---Validation accuracy:--- 0.8698 Validation Loss: 0.4921339 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.53308326 ---Validation accuracy:--- 0.8698 Validation Loss: 0.49191186 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.4607506 ---Validation accuracy:--- 0.8712 Validation Loss: 0.49109384 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49227256 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4906907 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5549196 ---Validation accuracy:--- 0.8722 Validation Loss: 0.49043456 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47498283 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4903747 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.45575508 ---Validation accuracy:--- 0.872 Validation Loss: 0.49063212 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5807011 ---Validation accuracy:--- 0.8716 Validation Loss: 0.48951358 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5203792 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48923427 Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.573255 ---Validation accuracy:--- 0.8712 Validation Loss: 0.48902714 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.55634874 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48895043 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.43837968 ---Validation accuracy:--- 0.871 Validation Loss: 0.48893827 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.43554938 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4888543 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.46280614 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4884623 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5612812 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48873144 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46052134 ---Validation accuracy:--- 0.8696 Validation Loss: 0.48931137 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.50903815 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48919457 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46726018 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4886922 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46043596 ---Validation accuracy:--- 0.87 Validation Loss: 0.48789316 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5618038 ---Validation accuracy:--- 0.869 Validation Loss: 0.48886454 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5375211 ---Validation accuracy:--- 0.8694 Validation Loss: 0.4885429 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.46936134 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48785368 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.47139567 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48709872 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5203241 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48639023 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.55705845 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4860957 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.51233274 ---Validation accuracy:--- 0.87 Validation Loss: 0.48649272 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.52064985 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4868305 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.39847165 ---Validation accuracy:--- 0.871 Validation Loss: 0.4860414 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5053487 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4864049 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.44581205 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48659918 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.49610355 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48572353 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.46097812 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4851567 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4465738 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48593497 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.48697773 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48555255 Epoch: 5 ---Training accuracy:--- 0.795 Training Loss: 0.6334278 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48462105 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.4925707 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4843883 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.42852738 ---Validation accuracy:--- 0.8714 Validation Loss: 0.484788 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47821486 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48481426 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.61041373 ---Validation accuracy:--- 0.8716 Validation Loss: 0.48406002 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.575931 ---Validation accuracy:--- 0.8712 Validation Loss: 0.48405284 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.42959183 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4839146 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.43643296 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48370674 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4569665 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48376924 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.48176625 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48450375 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4448343 ---Validation accuracy:--- 0.871 Validation Loss: 0.48401895 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47829342 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48363227 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.45013636 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48313466 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.48503968 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48265967 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.43323177 ---Validation accuracy:--- 0.8712 Validation Loss: 0.483274 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5088662 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4825759 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.54177713 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48162025 Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6055286 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4815207 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.56928617 ---Validation accuracy:--- 0.8734 Validation Loss: 0.48066998 Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.47300437 ---Validation accuracy:--- 0.873 Validation Loss: 0.48053858 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.52220273 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47996286 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.54164195 ---Validation accuracy:--- 0.8724 Validation Loss: 0.47980186 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5497696 ---Validation accuracy:--- 0.8728 Validation Loss: 0.47966444 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.59646887 ---Validation accuracy:--- 0.8726 Validation Loss: 0.47944447 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5465169 ---Validation accuracy:--- 0.872 Validation Loss: 0.4792876 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47167864 ---Validation accuracy:--- 0.873 Validation Loss: 0.4787454 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.50855726 ---Validation accuracy:--- 0.873 Validation Loss: 0.47902685 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5075432 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47849703 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.62166876 ---Validation accuracy:--- 0.8734 Validation Loss: 0.47818828 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5438704 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47836035 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5658021 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47809517 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.50197613 ---Validation accuracy:--- 0.8752 Validation Loss: 0.47747764 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.55028844 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4770839 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5546546 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4773106 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46520045 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4767625 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.65975577 ---Validation accuracy:--- 0.8764 Validation Loss: 0.47709253 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5360923 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4764295 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.59031886 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4766753 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.48120692 ---Validation accuracy:--- 0.8736 Validation Loss: 0.4770248 Epoch: 5 ---Training accuracy:--- 0.815 Training Loss: 0.58595145 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4767046 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.4691587 ---Validation accuracy:--- 0.875 Validation Loss: 0.47634706 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.4863871 ---Validation accuracy:--- 0.875 Validation Loss: 0.4760385 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4794603 ---Validation accuracy:--- 0.875 Validation Loss: 0.47552228 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4616079 ---Validation accuracy:--- 0.8734 Validation Loss: 0.47559142 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5225532 ---Validation accuracy:--- 0.874 Validation Loss: 0.47571105 Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4746245 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4755994 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5329456 ---Validation accuracy:--- 0.8754 Validation Loss: 0.47495675 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5679758 ---Validation accuracy:--- 0.8754 Validation Loss: 0.474822 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.45233786 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47506216 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.56035155 ---Validation accuracy:--- 0.8748 Validation Loss: 0.47456485 Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49374604 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4744793 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.47445026 ---Validation accuracy:--- 0.875 Validation Loss: 0.47396195 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5319002 ---Validation accuracy:--- 0.8748 Validation Loss: 0.47351837 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46187228 ---Validation accuracy:--- 0.8746 Validation Loss: 0.47359008 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.46335328 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4730506 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.44643387 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47315094 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.56280625 ---Validation accuracy:--- 0.873 Validation Loss: 0.47322476 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5508063 ---Validation accuracy:--- 0.8722 Validation Loss: 0.47343194 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.43008584 ---Validation accuracy:--- 0.8738 Validation Loss: 0.4725494 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.493288 ---Validation accuracy:--- 0.8728 Validation Loss: 0.47366366 Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.4211644 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47301322 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.48444268 ---Validation accuracy:--- 0.875 Validation Loss: 0.47241172 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46937707 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4722622 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.44313735 ---Validation accuracy:--- 0.8738 Validation Loss: 0.47278017 Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5854726 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47297418 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.5046931 ---Validation accuracy:--- 0.8744 Validation Loss: 0.47220644 Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.603006 ---Validation accuracy:--- 0.875 Validation Loss: 0.471357 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49811485 ---Validation accuracy:--- 0.8754 Validation Loss: 0.47111586 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.50939053 ---Validation accuracy:--- 0.874 Validation Loss: 0.46994072 Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.36503497 ---Validation accuracy:--- 0.8744 Validation Loss: 0.46966475 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4259951 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46974516 Epoch: 5 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0.46862364 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49009177 ---Validation accuracy:--- 0.8776 Validation Loss: 0.46828467 Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5366214 ---Validation accuracy:--- 0.8754 Validation Loss: 0.46754625 Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5108304 ---Validation accuracy:--- 0.8756 Validation Loss: 0.46778715 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.53147537 ---Validation accuracy:--- 0.873 Validation Loss: 0.46787477 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46217278 ---Validation accuracy:--- 0.875 Validation Loss: 0.4672859 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.5028613 ---Validation accuracy:--- 0.875 Validation Loss: 0.4678571 Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.505715 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4684071 Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.48629853 ---Validation accuracy:--- 0.8732 Validation Loss: 0.46775654 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.57351136 ---Validation accuracy:--- 0.8748 Validation Loss: 0.46733654 Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.5017441 ---Validation accuracy:--- 0.874 Validation Loss: 0.46702257 Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.53042626 ---Validation accuracy:--- 0.874 Validation Loss: 0.466868 Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4846669 ---Validation accuracy:--- 0.875 Validation Loss: 0.46590966 Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.36482498 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46634507 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.40948373 ---Validation accuracy:--- 0.8748 Validation Loss: 0.46707362 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.44048026 ---Validation accuracy:--- 0.873 Validation Loss: 0.46748778 Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49359566 ---Validation accuracy:--- 0.8736 Validation Loss: 0.46711817 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.445017 ---Validation accuracy:--- 0.874 Validation Loss: 0.466708 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.55280316 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46613526 Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.42318344 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4655126 Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45616454 ---Validation accuracy:--- 0.876 Validation Loss: 0.46457988 Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.60993 ---Validation accuracy:--- 0.877 Validation Loss: 0.46380782 Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.41169366 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46378314 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48116156 ---Validation accuracy:--- 0.8752 Validation Loss: 0.46419835 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.56301606 ---Validation accuracy:--- 0.875 Validation Loss: 0.46399286 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.4597667 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4636751 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4802482 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46356142 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5377488 ---Validation accuracy:--- 0.8768 Validation Loss: 0.46363848 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.49584687 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46344668 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.40475938 ---Validation accuracy:--- 0.8772 Validation Loss: 0.46338525 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5716409 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46398544 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43903014 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46300858 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.39159667 ---Validation accuracy:--- 0.875 Validation Loss: 0.4636082 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.472296 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46307823 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.4882148 ---Validation accuracy:--- 0.8766 Validation Loss: 0.46366173 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47293335 ---Validation accuracy:--- 0.8756 Validation Loss: 0.46340898 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.48260757 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4625625 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.38309953 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46261847 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.47494447 ---Validation accuracy:--- 0.8752 Validation Loss: 0.46209803 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.44428903 ---Validation accuracy:--- 0.875 Validation Loss: 0.46208885 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.4578936 ---Validation accuracy:--- 0.876 Validation Loss: 0.46163568 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43574166 ---Validation accuracy:--- 0.8766 Validation Loss: 0.4621455 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43482715 ---Validation accuracy:--- 0.877 Validation Loss: 0.4609504 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.40715232 ---Validation accuracy:--- 0.8764 Validation Loss: 0.460785 Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.54991263 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46070138 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.44249007 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46082225 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.6025375 ---Validation accuracy:--- 0.876 Validation Loss: 0.46045968 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.47128516 ---Validation accuracy:--- 0.8758 Validation Loss: 0.46039164 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5290484 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4596542 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.49937314 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45938048 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.51128554 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45959708 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.46003395 ---Validation accuracy:--- 0.8774 Validation Loss: 0.459629 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.48462257 ---Validation accuracy:--- 0.876 Validation Loss: 0.4598368 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.49925917 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46049288 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.48445222 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4606043 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.5051799 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45946324 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4088639 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4589573 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.53506446 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4585584 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5050912 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45892823 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.42730075 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4585881 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4829671 ---Validation accuracy:--- 0.8766 Validation Loss: 0.45889345 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40970993 ---Validation accuracy:--- 0.878 Validation Loss: 0.45797777 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4627289 ---Validation accuracy:--- 0.8774 Validation Loss: 0.4576049 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.60716337 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45710513 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.35570258 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45783114 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.42406312 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45724425 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4735538 ---Validation accuracy:--- 0.8772 Validation Loss: 0.45647216 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.4853434 ---Validation accuracy:--- 0.879 Validation Loss: 0.45605284 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.43788254 ---Validation accuracy:--- 0.878 Validation Loss: 0.45634902 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.54578406 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45562345 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.48344654 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45630693 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.45757496 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45616117 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.38174918 ---Validation accuracy:--- 0.8786 Validation Loss: 0.45576122 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4646747 ---Validation accuracy:--- 0.879 Validation Loss: 0.4553315 Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.46386558 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45486978 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.42753586 ---Validation accuracy:--- 0.8784 Validation Loss: 0.454859 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.5237266 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4543005 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5546449 ---Validation accuracy:--- 0.879 Validation Loss: 0.45429897 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.38297543 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45438686 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4611085 ---Validation accuracy:--- 0.8788 Validation Loss: 0.45411554 Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.5143747 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45499638 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.56709707 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4540999 Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.5484504 ---Validation accuracy:--- 0.8816 Validation Loss: 0.4539176 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48641977 ---Validation accuracy:--- 0.8818 Validation Loss: 0.45347276 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.5758461 ---Validation accuracy:--- 0.88 Validation Loss: 0.45418966 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.627551 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4549286 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5625235 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45434374 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4340191 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4533712 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.47071716 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45359364 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.53250057 ---Validation accuracy:--- 0.8778 Validation Loss: 0.454603 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.4400594 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4534249 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.47693923 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4523619 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43727782 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45307618 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5695278 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45285302 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.64020556 ---Validation accuracy:--- 0.878 Validation Loss: 0.45311972 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.44018885 ---Validation accuracy:--- 0.8798 Validation Loss: 0.45296973 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.42870545 ---Validation accuracy:--- 0.879 Validation Loss: 0.45305404 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39122993 ---Validation accuracy:--- 0.8798 Validation Loss: 0.45268407 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.46695423 ---Validation accuracy:--- 0.8804 Validation Loss: 0.4516203 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4197467 ---Validation accuracy:--- 0.881 Validation Loss: 0.45168555 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.45205715 ---Validation accuracy:--- 0.8822 Validation Loss: 0.45130038 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48862985 ---Validation accuracy:--- 0.8818 Validation Loss: 0.45078486 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.42665294 ---Validation accuracy:--- 0.881 Validation Loss: 0.4508169 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.42045555 ---Validation accuracy:--- 0.8788 Validation Loss: 0.45097998 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.35009933 ---Validation accuracy:--- 0.8784 Validation Loss: 0.45123827 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.402275 ---Validation accuracy:--- 0.8786 Validation Loss: 0.45124048 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3929061 ---Validation accuracy:--- 0.878 Validation Loss: 0.45104864 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.3999552 ---Validation accuracy:--- 0.88 Validation Loss: 0.4509912 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41192567 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4502032 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5466552 ---Validation accuracy:--- 0.879 Validation Loss: 0.45096603 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5720329 ---Validation accuracy:--- 0.8792 Validation Loss: 0.45110127 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4948951 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4508094 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4449165 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44958296 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5395852 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44954297 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.41924882 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44945586 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.38773328 ---Validation accuracy:--- 0.88 Validation Loss: 0.4491308 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.53551406 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44885284 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.49879226 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44828227 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4303664 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44853634 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.43497795 ---Validation accuracy:--- 0.8804 Validation Loss: 0.448606 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4308906 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44823998 Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.3827543 ---Validation accuracy:--- 0.8794 Validation Loss: 0.44854972 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41735604 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4484926 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4863354 ---Validation accuracy:--- 0.88 Validation Loss: 0.44800714 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4933352 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4473128 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48344567 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44731718 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.50037855 ---Validation accuracy:--- 0.8806 Validation Loss: 0.446688 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.42723632 ---Validation accuracy:--- 0.8796 Validation Loss: 0.44698536 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5145485 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44621992 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47648293 ---Validation accuracy:--- 0.881 Validation Loss: 0.44600272 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.6131018 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4458059 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.46780187 ---Validation accuracy:--- 0.881 Validation Loss: 0.44560972 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.48850343 ---Validation accuracy:--- 0.882 Validation Loss: 0.44529408 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.45046103 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44551957 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.55790114 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4461376 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.38650054 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44611153 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.53225374 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44598442 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.51337904 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44563273 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.46549565 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44620487 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.49562177 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44603583 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.46605298 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4461373 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.44771644 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4455207 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.48739547 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44550255 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.50281745 ---Validation accuracy:--- 0.883 Validation Loss: 0.4457733 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.44617736 ---Validation accuracy:--- 0.8842 Validation Loss: 0.44462404 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4881903 ---Validation accuracy:--- 0.884 Validation Loss: 0.44402328 Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.54694647 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44443053 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.53816766 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4439425 Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.33969748 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4439959 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47012913 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44411346 Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.43519935 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4435726 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.45452228 ---Validation accuracy:--- 0.881 Validation Loss: 0.4437282 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.39775184 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44391215 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3561726 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44444922 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39631295 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4442504 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.542135 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4433084 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.6282842 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44277617 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.5130104 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44320795 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.35162362 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44296417 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.3920067 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44280782 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48469996 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44254604 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.54541516 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4420588 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.41871756 ---Validation accuracy:--- 0.882 Validation Loss: 0.4422257 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3919439 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4416521 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4992493 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44098732 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.41863737 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4408756 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48353985 ---Validation accuracy:--- 0.8848 Validation Loss: 0.44085175 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39804322 ---Validation accuracy:--- 0.8852 Validation Loss: 0.44052646 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5274204 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43999237 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43183196 ---Validation accuracy:--- 0.884 Validation Loss: 0.43988726 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40316 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43984962 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.38369653 ---Validation accuracy:--- 0.885 Validation Loss: 0.4397609 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.47935882 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4396371 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.45383334 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43972027 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48085606 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43920556 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41716096 ---Validation accuracy:--- 0.8836 Validation Loss: 0.438909 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4529208 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4388882 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.627744 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43860438 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.35357943 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4392503 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4757756 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43908155 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.4749602 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44024092 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.559119 ---Validation accuracy:--- 0.881 Validation Loss: 0.44028446 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.5103843 ---Validation accuracy:--- 0.8814 Validation Loss: 0.44017226 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.46190947 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4414067 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.48977795 ---Validation accuracy:--- 0.8822 Validation Loss: 0.44053212 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.54552245 ---Validation accuracy:--- 0.8828 Validation Loss: 0.43938047 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43839827 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4396666 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37251878 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44027612 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48632306 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43953535 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4190039 ---Validation accuracy:--- 0.8836 Validation Loss: 0.43961534 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4002503 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43875 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5436195 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43874708 Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.3249869 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43944678 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4548731 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4394084 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5668397 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4388274 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5044423 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43809855 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.36830136 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43790329 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5403559 ---Validation accuracy:--- 0.8856 Validation Loss: 0.43758437 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4307604 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4376713 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.44669452 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4375211 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.45540836 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43705693 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4887544 ---Validation accuracy:--- 0.886 Validation Loss: 0.4367077 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47165218 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43696865 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.584456 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43678156 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.55962366 ---Validation accuracy:--- 0.884 Validation Loss: 0.437579 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.46059114 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43709806 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3724128 ---Validation accuracy:--- 0.883 Validation Loss: 0.43761835 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.43843552 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43779644 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.38937116 ---Validation accuracy:--- 0.884 Validation Loss: 0.43739644 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.448346 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43643478 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3918869 ---Validation accuracy:--- 0.8848 Validation Loss: 0.435645 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5164796 ---Validation accuracy:--- 0.886 Validation Loss: 0.43557003 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4463377 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43495235 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.43061057 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43528172 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5577979 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4352034 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.5294976 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43495536 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.46621537 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43533516 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4701667 ---Validation accuracy:--- 0.8852 Validation Loss: 0.43557075 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.49342334 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43595782 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.47967762 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43510014 Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.42160144 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43431273 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.37642986 ---Validation accuracy:--- 0.8856 Validation Loss: 0.43404296 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4154013 ---Validation accuracy:--- 0.886 Validation Loss: 0.43400997 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3908705 ---Validation accuracy:--- 0.8852 Validation Loss: 0.43415332 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.46151283 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43412188 Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.5093648 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43408924 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.47049335 ---Validation accuracy:--- 0.8866 Validation Loss: 0.43328986 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5161201 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43285668 Epoch: 6 ---Training accuracy:--- 0.805 Training Loss: 0.63047606 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43419755 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.5170362 ---Validation accuracy:--- 0.886 Validation Loss: 0.4337207 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.4006778 ---Validation accuracy:--- 0.886 Validation Loss: 0.4344457 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.45590112 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43316078 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.39451668 ---Validation accuracy:--- 0.8894 Validation Loss: 0.43214843 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4640706 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43229404 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4092316 ---Validation accuracy:--- 0.8896 Validation Loss: 0.43226388 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5232132 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4320898 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.45733583 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4325088 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5515324 ---Validation accuracy:--- 0.888 Validation Loss: 0.43227613 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.49644604 ---Validation accuracy:--- 0.8874 Validation Loss: 0.43243805 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.436176 ---Validation accuracy:--- 0.8882 Validation Loss: 0.43209657 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.30987132 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43140987 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3888587 ---Validation accuracy:--- 0.8882 Validation Loss: 0.43136021 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46915597 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43226537 Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3606988 ---Validation accuracy:--- 0.887 Validation Loss: 0.4326434 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47148037 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43144935 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.37881088 ---Validation accuracy:--- 0.8878 Validation Loss: 0.43071625 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.46469352 ---Validation accuracy:--- 0.8872 Validation Loss: 0.4311898 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3220974 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43025938 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43798363 ---Validation accuracy:--- 0.8874 Validation Loss: 0.43036637 Epoch: 6 ---Training accuracy:--- 0.795 Training Loss: 0.6423346 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43060365 Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.41259927 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4303468 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5392548 ---Validation accuracy:--- 0.8898 Validation Loss: 0.43010908 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4485422 ---Validation accuracy:--- 0.8888 Validation Loss: 0.43014926 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.41494736 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4296056 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.38591644 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42967373 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.3350733 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42962003 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4293688 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42905337 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.3703862 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42889512 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5057307 ---Validation accuracy:--- 0.888 Validation Loss: 0.4295464 Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.5656142 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42996103 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39733315 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43005127 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47894424 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4294254 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.41902158 ---Validation accuracy:--- 0.8868 Validation Loss: 0.42959005 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.4028785 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4286743 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.39564773 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42860147 Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5949009 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42842305 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4723659 ---Validation accuracy:--- 0.8874 Validation Loss: 0.42841095 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.4744397 ---Validation accuracy:--- 0.888 Validation Loss: 0.42821866 Epoch: 6 ---Training accuracy:--- 0.815 Training Loss: 0.49141297 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42800367 Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47947234 ---Validation accuracy:--- 0.889 Validation Loss: 0.427542 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.44961712 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4272293 Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3535058 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4270692 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.45375237 ---Validation accuracy:--- 0.8898 Validation Loss: 0.427267 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.53860945 ---Validation accuracy:--- 0.89 Validation Loss: 0.4269477 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4222457 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4266971 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.33575866 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42674717 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.45365372 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42682642 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.49187833 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42737842 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4267286 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42761973 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.41920584 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4269631 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.49538574 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42753083 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47285157 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42633232 Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5115205 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42603734 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.365364 ---Validation accuracy:--- 0.888 Validation Loss: 0.42633095 Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.45809662 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4265711 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40530726 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42624286 Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.31196782 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42571807 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3889595 ---Validation accuracy:--- 0.889 Validation Loss: 0.42555732 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4834523 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4260082 Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4122571 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42645165 Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.36063454 ---Validation accuracy:--- 0.886 Validation Loss: 0.4259277 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.44874904 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42586708 Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.50296104 ---Validation accuracy:--- 0.8884 Validation Loss: 0.42621475 Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47017825 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42609024 Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.41811123 ---Validation accuracy:--- 0.889 Validation Loss: 0.42635372 Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.38751948 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4259126 Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.48604405 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4254914 Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4693944 ---Validation accuracy:--- 0.888 Validation Loss: 0.42579347 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.61031294 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4249581 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.43190992 ---Validation accuracy:--- 0.888 Validation Loss: 0.42522404 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.4383832 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42506552 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.4136506 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42579478 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5163738 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4255916 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45303887 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4240884 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.49973828 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42415303 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42880914 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42407125 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.36325824 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42353907 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.47075173 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42361134 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.5027174 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Loss: 0.3967524 ---Validation accuracy:--- 0.889 Validation Loss: 0.42303124 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3927125 ---Validation accuracy:--- 0.8892 Validation Loss: 0.42230937 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43888006 ---Validation accuracy:--- 0.8884 Validation Loss: 0.42299297 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5077943 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42227188 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.35648164 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4220744 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.44763076 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42194176 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.4674681 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4218262 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.54212403 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4217751 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.46686232 ---Validation accuracy:--- 0.8892 Validation Loss: 0.42192665 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50903887 ---Validation accuracy:--- 0.89 Validation Loss: 0.4213329 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50727594 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42104477 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43853974 ---Validation accuracy:--- 0.8912 Validation Loss: 0.42083383 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.51139694 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42072797 Epoch: 7 ---Training accuracy:--- 0.83 Training Loss: 0.6075766 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4203255 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3202816 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42038417 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.36200324 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42049408 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49267995 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42123717 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5597952 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4204068 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.47874528 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42036802 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.39924353 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4203334 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.56168896 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42088267 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3907918 ---Validation accuracy:--- 0.8898 Validation Loss: 0.42037687 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.41941702 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42011943 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.45740527 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41954717 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45336434 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41949868 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.448591 ---Validation accuracy:--- 0.89 Validation Loss: 0.41948444 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.46972916 ---Validation accuracy:--- 0.891 Validation Loss: 0.41939062 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45107597 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4194081 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.43442252 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41880527 Epoch: 7 ---Training accuracy:--- 0.82 Training Loss: 0.5697989 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41872266 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43778756 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41832763 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.536499 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41796163 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.3636616 ---Validation accuracy:--- 0.891 Validation Loss: 0.4178922 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5163151 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41790995 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.42546067 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4179002 Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.46657464 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4178866 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.40011588 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4182707 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.48590645 ---Validation accuracy:--- 0.889 Validation Loss: 0.41891915 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43104354 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41827232 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.32500866 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41846493 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4163959 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41836825 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5590403 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41784444 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3561713 ---Validation accuracy:--- 0.891 Validation Loss: 0.41879386 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.36998963 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41799194 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41744286 ---Validation accuracy:--- 0.89 Validation Loss: 0.4188283 Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.46480274 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41811377 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.39627022 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4172533 Epoch: 7 ---Training accuracy:--- 0.925 Training Loss: 0.31845784 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41810682 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45868617 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4182564 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.43411446 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41779688 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.35158256 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41774657 Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.5222015 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41758105 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4513176 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41774732 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.51172876 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41700742 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.40162444 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41685346 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3876892 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41674966 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.3609795 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41670966 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.41298854 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41651797 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.35478577 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41604605 Epoch: 7 ---Training accuracy:--- 0.955 Training Loss: 0.2899275 ---Validation accuracy:--- 0.8918 Validation Loss: 0.416225 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.45989913 ---Validation accuracy:--- 0.8906 Validation Loss: 0.4159991 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3719856 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41592836 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.35983688 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41580224 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4775396 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4158082 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.41425133 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41576913 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.55157673 ---Validation accuracy:--- 0.889 Validation Loss: 0.41738966 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.40420943 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4171728 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.43550736 ---Validation accuracy:--- 0.8878 Validation Loss: 0.41742018 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.46247643 ---Validation accuracy:--- 0.8892 Validation Loss: 0.4158709 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.44411826 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41573402 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41609105 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41586924 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.39929062 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41579384 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.48870465 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41546533 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5033912 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41542333 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.42437035 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4147283 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.49591598 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41383594 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41729832 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41322607 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.47538787 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4141045 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.42525178 ---Validation accuracy:--- 0.889 Validation Loss: 0.4150497 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.42161447 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4162759 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.4347332 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41557628 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.51940465 ---Validation accuracy:--- 0.89 Validation Loss: 0.41517228 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4192909 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41376913 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.42320985 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41312715 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5436659 ---Validation accuracy:--- 0.8922 Validation Loss: 0.41334262 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3720626 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41288576 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.5901386 ---Validation accuracy:--- 0.891 Validation Loss: 0.41273487 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3612206 ---Validation accuracy:--- 0.891 Validation Loss: 0.41297895 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.3921766 ---Validation accuracy:--- 0.892 Validation Loss: 0.4129043 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.45029145 ---Validation accuracy:--- 0.892 Validation Loss: 0.41355312 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41635662 ---Validation accuracy:--- 0.892 Validation Loss: 0.4129755 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.47759837 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41291383 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4121834 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41252935 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.4201005 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41287616 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.40745866 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4135141 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.42966014 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41371095 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.44742543 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41343662 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.46301857 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4123151 Epoch: 7 ---Training accuracy:--- 0.835 Training Loss: 0.47884548 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4124874 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.47207868 ---Validation accuracy:--- 0.893 Validation Loss: 0.41318986 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5184904 ---Validation accuracy:--- 0.8934 Validation Loss: 0.41252315 Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.5404931 ---Validation accuracy:--- 0.8936 Validation Loss: 0.41213867 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.37534472 ---Validation accuracy:--- 0.8934 Validation Loss: 0.41161108 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.38581517 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4118585 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.49945754 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41188312 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.40799797 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41161454 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.43233898 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4112109 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.42658845 ---Validation accuracy:--- 0.8932 Validation Loss: 0.41098136 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.55455106 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41155633 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3955723 ---Validation accuracy:--- 0.8922 Validation Loss: 0.41151598 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.39926374 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41195145 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.4226561 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4105688 Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.31879982 ---Validation accuracy:--- 0.893 Validation Loss: 0.41038105 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.5713323 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41074494 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.4538381 ---Validation accuracy:--- 0.8942 Validation Loss: 0.4100293 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4056781 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40993848 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5060038 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41052765 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.41675386 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41122553 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.45433402 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41071132 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.35452682 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4101626 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.37752303 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41038135 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.35784683 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40975127 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3564053 ---Validation accuracy:--- 0.8932 Validation Loss: 0.41000283 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4248178 ---Validation accuracy:--- 0.894 Validation Loss: 0.4094938 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5142166 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41036955 Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.6006454 ---Validation accuracy:--- 0.8916 Validation Loss: 0.409183 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.38124692 ---Validation accuracy:--- 0.8906 Validation Loss: 0.40963134 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42879114 ---Validation accuracy:--- 0.891 Validation Loss: 0.4096709 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42847413 ---Validation accuracy:--- 0.891 Validation Loss: 0.4098903 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.4655751 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41039288 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.47428095 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40974522 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.43853015 ---Validation accuracy:--- 0.8926 Validation Loss: 0.4096613 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.46512267 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40981388 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.50887513 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40864375 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.43845063 ---Validation accuracy:--- 0.8924 Validation Loss: 0.4091367 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4421595 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40853998 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4354805 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40925425 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49537238 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4091977 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.43186036 ---Validation accuracy:--- 0.891 Validation Loss: 0.41012695 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.35499722 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4098881 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.460983 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40951166 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.42951232 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40885648 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3973575 ---Validation accuracy:--- 0.892 Validation Loss: 0.4091177 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.4580179 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40768167 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.34582958 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40731665 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.39098445 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40745816 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.40253943 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40908563 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.37471008 ---Validation accuracy:--- 0.8926 Validation Loss: 0.407977 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.40819085 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4078295 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42615935 ---Validation accuracy:--- 0.892 Validation Loss: 0.40760836 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.41629058 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4075952 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.32672736 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40718028 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.36245987 ---Validation accuracy:--- 0.8942 Validation Loss: 0.4067259 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.31004277 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40685347 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.34610355 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40633616 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3511383 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40681002 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.38986215 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40657806 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.4992321 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4070202 Epoch: 7 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0.4052266 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.35263133 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40522447 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.34707886 ---Validation accuracy:--- 0.8926 Validation Loss: 0.4051832 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.42455977 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40552366 Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.46916217 ---Validation accuracy:--- 0.893 Validation Loss: 0.40507266 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5205727 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40504014 Epoch: 7 ---Training accuracy:--- 0.835 Training Loss: 0.5853117 ---Validation accuracy:--- 0.893 Validation Loss: 0.4048612 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.37394965 ---Validation accuracy:--- 0.893 Validation Loss: 0.40506855 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.44198346 ---Validation accuracy:--- 0.8924 Validation Loss: 0.4054914 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.37637755 ---Validation accuracy:--- 0.89 Validation Loss: 0.40633225 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.40353462 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4062521 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45331207 ---Validation accuracy:--- 0.8906 Validation Loss: 0.40670952 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.34681243 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4056158 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4167482 ---Validation accuracy:--- 0.893 Validation Loss: 0.4049559 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4739061 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4060806 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28612813 ---Validation accuracy:--- 0.8916 Validation Loss: 0.40692383 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.41930485 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40673563 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2756022 ---Validation accuracy:--- 0.893 Validation Loss: 0.40517735 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.47426632 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40520045 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.4035042 ---Validation accuracy:--- 0.8932 Validation Loss: 0.4049602 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45524547 ---Validation accuracy:--- 0.8926 Validation Loss: 0.404955 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.37075606 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40492094 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42885548 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40406957 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.46429142 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40426272 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.5430136 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40409923 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.54837346 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40381527 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43942115 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40337116 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.36881393 ---Validation accuracy:--- 0.893 Validation Loss: 0.40339896 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.38189727 ---Validation accuracy:--- 0.8938 Validation Loss: 0.403977 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.42526045 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40401134 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41078308 ---Validation accuracy:--- 0.893 Validation Loss: 0.40336066 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.36986053 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4033652 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.32469255 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40308827 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.46295044 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40249804 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.38839152 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40247998 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.40122658 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4029236 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.45990884 ---Validation accuracy:--- 0.895 Validation Loss: 0.40250987 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42414215 ---Validation accuracy:--- 0.8946 Validation Loss: 0.4022019 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.45581377 ---Validation accuracy:--- 0.8948 Validation Loss: 0.40204525 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.29905888 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40250385 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.38518828 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40222615 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.49170357 ---Validation accuracy:--- 0.895 Validation Loss: 0.40234268 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.43075013 ---Validation accuracy:--- 0.8964 Validation Loss: 0.40226078 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.40772727 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40154713 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.42789528 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4016642 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.39920697 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40167925 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.338998 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40182322 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.43255997 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40245652 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4110076 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4025999 Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.47018513 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4023407 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.32799378 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40245298 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.33657253 ---Validation accuracy:--- 0.8944 Validation Loss: 0.401748 Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.3171787 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4015775 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.41618398 ---Validation accuracy:--- 0.8962 Validation Loss: 0.40139234 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49174985 ---Validation accuracy:--- 0.896 Validation Loss: 0.40075815 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.410178 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40109473 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.46692163 ---Validation accuracy:--- 0.8948 Validation Loss: 0.40075317 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.38919106 ---Validation accuracy:--- 0.8952 Validation Loss: 0.400381 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.48691186 ---Validation accuracy:--- 0.895 Validation Loss: 0.4004046 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.53246343 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40055457 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3495705 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40065384 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.48348793 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40111563 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.33615136 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40080115 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3603407 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40113926 Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.46568504 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4008155 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50683624 ---Validation accuracy:--- 0.894 Validation Loss: 0.4008736 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.35349298 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40030414 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4259258 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4008525 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45232895 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40021315 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.41401643 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3998157 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.40135387 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3995459 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.39060006 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39903218 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3955581 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3990555 Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.59750193 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39896888 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.34404486 ---Validation accuracy:--- 0.896 Validation Loss: 0.39891514 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.40033227 ---Validation accuracy:--- 0.896 Validation Loss: 0.39853743 Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4522126 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3985317 Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.38717818 ---Validation accuracy:--- 0.895 Validation Loss: 0.39884365 Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.37177277 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39934418 Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.41566384 ---Validation accuracy:--- 0.893 Validation Loss: 0.40046182 Epoch: 7 ---Training accuracy:--- 0.945 Training Loss: 0.30444837 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40041062 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42948523 ---Validation accuracy:--- 0.894 Validation Loss: 0.40022784 Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.44183433 ---Validation accuracy:--- 0.893 Validation Loss: 0.40034887 Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.42388973 ---Validation accuracy:--- 0.892 Validation Loss: 0.40057606 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4022053 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4019955 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.31816533 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40205696 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43141642 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40160492 Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.48577973 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4018592 Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.38924262 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4003607 Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3972429 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39994302 Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41937882 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39970884 Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.32774383 ---Validation accuracy:--- 0.893 Validation Loss: 0.399335 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4439907 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39878258 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4333792 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3992367 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48481438 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3988031 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37970105 ---Validation accuracy:--- 0.894 Validation Loss: 0.3976567 Epoch: 8 ---Training accuracy:--- 0.815 Training Loss: 0.5430147 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39748314 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.41132814 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39751738 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.4282602 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39708412 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4631196 ---Validation accuracy:--- 0.894 Validation Loss: 0.39751732 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.41840753 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39795893 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4422546 ---Validation accuracy:--- 0.893 Validation Loss: 0.39889914 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.42369437 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3976499 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.33327997 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39809677 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.45920455 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39718488 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.4022966 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3967835 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4191301 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3963785 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.39797774 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39670238 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.42488074 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39666647 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4212106 ---Validation accuracy:--- 0.894 Validation Loss: 0.39620888 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.41706154 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39564058 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.35163403 ---Validation accuracy:--- 0.895 Validation Loss: 0.39573798 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.30256745 ---Validation accuracy:--- 0.895 Validation Loss: 0.39582345 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.38287804 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39596993 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41686928 ---Validation accuracy:--- 0.895 Validation Loss: 0.39673755 Epoch: 8 ---Training accuracy:--- 0.84 Training Loss: 0.47738594 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3961882 Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.44622758 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3955141 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.43590912 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3952634 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45545608 ---Validation accuracy:--- 0.896 Validation Loss: 0.39500967 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37882355 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39501488 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.37628403 ---Validation accuracy:--- 0.897 Validation Loss: 0.39493713 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.40829635 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39474615 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.35877174 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39466724 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37022617 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39441356 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4392324 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3943913 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.30142108 ---Validation accuracy:--- 0.896 Validation Loss: 0.3944782 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.39115345 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39460254 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35883495 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39450815 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4397174 ---Validation accuracy:--- 0.896 Validation Loss: 0.39414352 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.5518606 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39411607 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41989598 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39427745 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38978902 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39410016 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41647163 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3943782 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.44679916 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3947839 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.31344068 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39444605 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.43994483 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3942445 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4568152 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39474255 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.37798905 ---Validation accuracy:--- 0.895 Validation Loss: 0.39517543 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3858465 ---Validation accuracy:--- 0.894 Validation Loss: 0.39607373 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4178301 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3953612 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.37066048 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39483768 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.49039 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39474398 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.435486 ---Validation accuracy:--- 0.897 Validation Loss: 0.39402425 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.37023383 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3944767 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3209471 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39397633 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.40822095 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39337465 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.44809324 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39363104 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.31738463 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3929992 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.32403505 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39273605 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36401403 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3927904 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.5728378 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3930188 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43100533 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3929662 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4148076 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39270812 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4099979 ---Validation accuracy:--- 0.896 Validation Loss: 0.3923867 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.42334038 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39239925 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.42491153 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39209422 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38789123 ---Validation accuracy:--- 0.8974 Validation Loss: 0.39184657 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.5155175 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39192632 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.34483695 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3917543 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.5590204 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39203966 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4594957 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39202076 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.32438698 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3922595 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.42952386 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39222923 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.40787947 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3918991 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.45376956 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3920243 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3894284 ---Validation accuracy:--- 0.895 Validation Loss: 0.3920058 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.3938138 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3918356 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.44612426 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39180517 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43185464 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3919959 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.39495155 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39320254 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.35092694 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39219064 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36332878 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39286846 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.38019395 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39315602 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36771983 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39332062 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40848336 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39402422 Epoch: 8 ---Training accuracy:--- 0.825 Training Loss: 0.489497 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39220896 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.37890723 ---Validation accuracy:--- 0.895 Validation Loss: 0.39277676 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37677515 ---Validation accuracy:--- 0.894 Validation Loss: 0.39334288 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.42527434 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3923196 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38244027 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3916836 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.39037988 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3907183 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.46525773 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3908957 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.32817253 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39063054 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4618126 ---Validation accuracy:--- 0.8962 Validation Loss: 0.39126122 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4377129 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39096618 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.36062676 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39130315 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.48785976 ---Validation accuracy:--- 0.8944 Validation Loss: 0.391896 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.4116941 ---Validation accuracy:--- 0.893 Validation Loss: 0.3913839 Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.51184577 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3908565 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.35825402 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39119762 Epoch: 8 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0.39001024 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40110505 ---Validation accuracy:--- 0.897 Validation Loss: 0.3894007 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4128553 ---Validation accuracy:--- 0.896 Validation Loss: 0.38986933 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.35900146 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39041504 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.39036503 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38973197 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.43481395 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38909677 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3989196 ---Validation accuracy:--- 0.897 Validation Loss: 0.38882574 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3723782 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38865736 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.49356785 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38877672 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4645378 ---Validation accuracy:--- 0.897 Validation Loss: 0.38877347 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.44510728 ---Validation accuracy:--- 0.8974 Validation Loss: 0.388812 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35573402 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38862133 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38540307 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38881803 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35059837 ---Validation accuracy:--- 0.897 Validation Loss: 0.3891669 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.41963333 ---Validation accuracy:--- 0.896 Validation Loss: 0.38850215 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.41374198 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38895792 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3325515 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3885157 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38429397 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38864547 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37828037 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38801447 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35066348 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38783237 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.371203 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38868207 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.39272058 ---Validation accuracy:--- 0.894 Validation Loss: 0.388839 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46161893 ---Validation accuracy:--- 0.895 Validation Loss: 0.3895985 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.38821116 ---Validation accuracy:--- 0.8962 Validation Loss: 0.39007723 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.36919767 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3888042 Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.3240995 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38900977 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.3885475 ---Validation accuracy:--- 0.8938 Validation Loss: 0.38868687 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.32495856 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3882266 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.48913193 ---Validation accuracy:--- 0.895 Validation Loss: 0.3886222 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35072738 ---Validation accuracy:--- 0.896 Validation Loss: 0.38800865 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.36670327 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38765407 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.44660857 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38739455 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.36313483 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38836488 Epoch: 8 ---Training accuracy:--- 0.935 Training Loss: 0.271687 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38817683 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.36263734 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38802636 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.41405922 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38697723 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35100242 ---Validation accuracy:--- 0.895 Validation Loss: 0.38675308 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41061854 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38781622 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3572412 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38698867 Epoch: 8 ---Training accuracy:--- 0.825 Training Loss: 0.530454 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3868363 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3916321 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38754338 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.33885056 ---Validation accuracy:--- 0.895 Validation Loss: 0.38754213 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3079208 ---Validation accuracy:--- 0.896 Validation Loss: 0.3876253 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.33023873 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38716245 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.33877808 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38707134 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.39285576 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3874937 Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.415672 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38698485 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.42597023 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3862872 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.45209336 ---Validation accuracy:--- 0.896 Validation Loss: 0.38633305 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35428673 ---Validation accuracy:--- 0.896 Validation Loss: 0.38681865 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.40487826 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3866347 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.33985108 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38574442 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.35478044 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3851566 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.38055176 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38519388 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45509788 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38503692 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.4328737 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3852406 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.4577642 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3860242 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.44862175 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38664928 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3833105 ---Validation accuracy:--- 0.896 Validation Loss: 0.38658458 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.35143256 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38569173 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4662071 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3854783 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.29991582 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38552284 Epoch: 8 ---Training accuracy:--- 0.83 Training Loss: 0.41422072 ---Validation accuracy:--- 0.893 Validation Loss: 0.38644212 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3974508 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38658535 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.38519126 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3871017 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.32606184 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3863959 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.40170944 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3861836 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.43135017 ---Validation accuracy:--- 0.895 Validation Loss: 0.3850583 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46446532 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38471025 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.34965104 ---Validation accuracy:--- 0.896 Validation Loss: 0.3849533 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4256665 ---Validation accuracy:--- 0.896 Validation Loss: 0.3849532 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37328088 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38558277 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36819923 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38522822 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.35547838 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38508937 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.34289917 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38508248 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.43831334 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38436782 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40817285 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3842042 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4505855 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38477468 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.33229226 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38501352 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.39366493 ---Validation accuracy:--- 0.894 Validation Loss: 0.38668483 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4499678 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38460112 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.2787621 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38472545 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.41667956 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3853856 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.43024525 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38563207 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.30116028 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3854133 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3923306 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38541147 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43619797 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38461828 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.43222886 ---Validation accuracy:--- 0.893 Validation Loss: 0.38426402 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.464089 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38398185 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4540957 ---Validation accuracy:--- 0.894 Validation Loss: 0.38408116 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.27869275 ---Validation accuracy:--- 0.894 Validation Loss: 0.38342825 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4114937 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38306418 Epoch: 8 ---Training accuracy:--- 0.815 Training Loss: 0.5725443 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3829059 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.42901397 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38299003 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48965845 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38267323 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3388526 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38266933 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.44663987 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38260394 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36308956 ---Validation accuracy:--- 0.897 Validation Loss: 0.38256142 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4880036 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3821561 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.40363267 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38238218 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3794429 ---Validation accuracy:--- 0.898 Validation Loss: 0.3823833 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4064749 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38240096 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.45842302 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3823009 Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.49750367 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3819971 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.42406765 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3818695 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.47767058 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38191703 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41703865 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38191953 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.44658387 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38235152 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.36657152 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3823981 Epoch: 8 ---Training accuracy:--- 0.835 Training Loss: 0.43039373 ---Validation accuracy:--- 0.8964 Validation Loss: 0.382407 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.44734222 ---Validation accuracy:--- 0.897 Validation Loss: 0.38263988 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.30767572 ---Validation accuracy:--- 0.897 Validation Loss: 0.38227952 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35858417 ---Validation accuracy:--- 0.896 Validation Loss: 0.38284463 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.57842314 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38256207 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4431881 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38270357 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4521341 ---Validation accuracy:--- 0.8958 Validation Loss: 0.382608 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4344406 ---Validation accuracy:--- 0.897 Validation Loss: 0.3817905 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.29363936 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38182116 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.421157 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3813501 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.44577217 ---Validation accuracy:--- 0.898 Validation Loss: 0.3809641 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41009483 ---Validation accuracy:--- 0.899 Validation Loss: 0.38072744 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3762939 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38067338 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.44377413 ---Validation accuracy:--- 0.898 Validation Loss: 0.38062003 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.3690587 ---Validation accuracy:--- 0.897 Validation Loss: 0.3803193 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41988117 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3802106 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35962525 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38006786 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4105926 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38012686 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.42857915 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38029256 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.430727 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38049328 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45328492 ---Validation accuracy:--- 0.8986 Validation Loss: 0.380675 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38746482 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3810246 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.32969055 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38053444 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36751994 ---Validation accuracy:--- 0.9 Validation Loss: 0.3803419 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.45641696 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38057324 Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.38736135 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37982392 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.42543384 ---Validation accuracy:--- 0.899 Validation Loss: 0.37997267 Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48773125 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38038284 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.34772682 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38073653 Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.32672417 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38106915 Epoch: 8 ---Training accuracy:--- 0.835 Training Loss: 0.47885522 ---Validation accuracy:--- 0.898 Validation Loss: 0.38088107 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38110593 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3806521 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46026093 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38039845 Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4184321 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38100094 Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.47451445 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38131294 Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.33691597 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3809867 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.43764868 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38103488 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4323355 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38059843 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.37421426 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3804248 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.4064928 ---Validation accuracy:--- 0.898 Validation Loss: 0.38011864 Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.47849724 ---Validation accuracy:--- 0.898 Validation Loss: 0.38002035 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.32128814 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37981007 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.40569746 ---Validation accuracy:--- 0.9 Validation Loss: 0.38068342 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.39344788 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37956756 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3682363 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3793647 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.33218932 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37930572 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.41888833 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3785702 Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.2984284 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3783226 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4344023 ---Validation accuracy:--- 0.9 Validation Loss: 0.37848774 Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37509346 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37837017 Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.6020538 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3786069 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4155893 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37793258 Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.3978163 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37840348 Epoch: 8 ---Training accuracy:--- 0.84 Training Loss: 0.45408866 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37918904 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.2867251 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37920067 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.42519456 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37944898 Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.44949216 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37901983 Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35824788 ---Validation accuracy:--- 0.899 Validation Loss: 0.3787355 Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.43839034 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37852296 Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.41250095 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3789607 Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35837215 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37890387 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.35996377 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37904423 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.42649373 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37914822 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.32274705 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37910214 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.45744103 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37841865 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.331264 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37860626 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.34075958 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3783098 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.5452543 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3783632 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43761417 ---Validation accuracy:--- 0.9 Validation Loss: 0.37878224 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.4289106 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3785403 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.443778 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37871465 Epoch: 9 ---Training accuracy:--- 0.935 Training Loss: 0.3048224 ---Validation accuracy:--- 0.899 Validation Loss: 0.37857255 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.37813294 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37854683 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45005313 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37831312 Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.47492546 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3776401 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39939895 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37806386 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.33625844 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37814662 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.35970718 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37871775 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28013322 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37817594 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3118209 ---Validation accuracy:--- 0.901 Validation Loss: 0.37761804 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4397733 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37747929 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.43694445 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37738994 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.4187224 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37723073 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36855012 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37637207 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.39550057 ---Validation accuracy:--- 0.899 Validation Loss: 0.37613168 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.511792 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37633455 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.38147476 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37609816 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42582184 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37700197 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.3270978 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37724155 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32797843 ---Validation accuracy:--- 0.899 Validation Loss: 0.37754023 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.43970338 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37684083 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.4072706 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37706342 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3193838 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37695688 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3579422 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3769553 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39967087 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37635466 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.41869813 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37639895 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.34283203 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3760254 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44842324 ---Validation accuracy:--- 0.8994 Validation Loss: 0.376476 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.41433823 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37680295 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.34992287 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3771009 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3390391 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37722507 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.30773324 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37743708 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.33319893 ---Validation accuracy:--- 0.8998 Validation Loss: 0.376647 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3509771 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37631604 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.35653564 ---Validation accuracy:--- 0.899 Validation Loss: 0.37648687 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.38889283 ---Validation accuracy:--- 0.899 Validation Loss: 0.37795892 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.3919989 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37744832 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3247264 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37680355 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.36235064 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37700123 Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.46580818 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37662694 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.403367 ---Validation accuracy:--- 0.899 Validation Loss: 0.37617648 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.41382176 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37603444 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4115998 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37592667 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.41458642 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3749224 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.40501496 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3749757 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40142968 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37520084 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.46224785 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37523994 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.43485054 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37424785 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.45086074 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37440673 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32660496 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37441912 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.43339077 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37469798 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.48395103 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3743393 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.44273433 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3741973 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3731914 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37427202 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3662397 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37377134 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.35891494 ---Validation accuracy:--- 0.8998 Validation Loss: 0.374612 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40969864 ---Validation accuracy:--- 0.9 Validation Loss: 0.37394542 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.34359595 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3748489 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44658282 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37507367 Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2761649 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37486422 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.40495965 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37477106 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.31234884 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37489405 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45338535 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37509745 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3737902 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37358496 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.30061698 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3733124 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.45094514 ---Validation accuracy:--- 0.9 Validation Loss: 0.37309596 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39005494 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37317452 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.432559 ---Validation accuracy:--- 0.901 Validation Loss: 0.373492 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.38288864 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37404892 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.40748855 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3740003 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.45672268 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3752972 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.36721665 ---Validation accuracy:--- 0.9006 Validation Loss: 0.374325 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40060768 ---Validation accuracy:--- 0.9 Validation Loss: 0.37391022 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.33587855 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37386444 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.393969 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37356734 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.42991775 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37405854 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.48719063 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37288454 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.29569036 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37330514 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.36819708 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37345225 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.36446044 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3732472 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.44471863 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37294176 Epoch: 9 ---Training accuracy:--- 0.945 Training Loss: 0.29416114 ---Validation accuracy:--- 0.901 Validation Loss: 0.3727981 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.34251747 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37227437 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.46347436 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3722308 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3693972 ---Validation accuracy:--- 0.9 Validation Loss: 0.37223843 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.38906014 ---Validation accuracy:--- 0.9 Validation Loss: 0.37255868 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33257103 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37246603 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.28950948 ---Validation accuracy:--- 0.899 Validation Loss: 0.37254235 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3362371 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37247556 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.30999702 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37235627 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33801728 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3721768 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.47139934 ---Validation accuracy:--- 0.9 Validation Loss: 0.3719983 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.38378447 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37242445 Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.28785005 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3718315 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.36211318 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37204996 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39875042 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37170935 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.4977954 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37118146 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.23986153 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37156272 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.40118438 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37112466 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37898055 ---Validation accuracy:--- 0.901 Validation Loss: 0.37089923 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3272377 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3713667 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.31728452 ---Validation accuracy:--- 0.9008 Validation Loss: 0.371674 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3320352 ---Validation accuracy:--- 0.901 Validation Loss: 0.3711835 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39063558 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3713347 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.37005097 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37148687 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43762586 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37201557 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.41944268 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3718559 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.32143998 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37080783 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.30052498 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37140673 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.3075083 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3713042 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.46662125 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37149826 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3792794 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37207913 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.34711608 ---Validation accuracy:--- 0.899 Validation Loss: 0.3715216 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.32950455 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3716396 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.29704234 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37087834 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.3264792 ---Validation accuracy:--- 0.9 Validation Loss: 0.37067252 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.5133791 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37057582 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3422692 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37099057 Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.4967511 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37132806 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3934522 ---Validation accuracy:--- 0.899 Validation Loss: 0.37117666 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28647834 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37041634 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.50117046 ---Validation accuracy:--- 0.901 Validation Loss: 0.37046605 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.388022 ---Validation accuracy:--- 0.901 Validation Loss: 0.3706062 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.37767154 ---Validation accuracy:--- 0.901 Validation Loss: 0.3706546 Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.45527455 ---Validation accuracy:--- 0.901 Validation Loss: 0.37062767 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.43339455 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3714344 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.42105788 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37059814 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.42972878 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37048 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.45236236 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37007627 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39374924 ---Validation accuracy:--- 0.901 Validation Loss: 0.36989635 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.3766054 ---Validation accuracy:--- 0.901 Validation Loss: 0.36986887 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3487917 ---Validation accuracy:--- 0.901 Validation Loss: 0.36998817 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36281794 ---Validation accuracy:--- 0.901 Validation Loss: 0.36969742 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.35054955 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36964336 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.35900715 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37015167 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.40375856 ---Validation accuracy:--- 0.902 Validation Loss: 0.36997363 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.41751394 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36923024 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3532914 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36916056 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4007988 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3692956 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.38300118 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36954543 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.50051516 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37145627 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.45137906 ---Validation accuracy:--- 0.9 Validation Loss: 0.37050277 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39440522 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3707128 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.42272216 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37087867 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.35241404 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37120175 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.33135685 ---Validation accuracy:--- 0.898 Validation Loss: 0.37063682 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.25354514 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37049252 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3715234 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36979395 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.32150963 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36953798 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.32921097 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3701251 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.42910722 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36905876 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36737335 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36905515 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36076146 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3690727 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44354516 ---Validation accuracy:--- 0.9 Validation Loss: 0.368479 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.41229767 ---Validation accuracy:--- 0.9 Validation Loss: 0.3687113 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.35133994 ---Validation accuracy:--- 0.899 Validation Loss: 0.3690879 Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.48326263 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3684143 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.45209923 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36820233 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.31717822 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36844626 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.39548054 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36817944 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42983848 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36757055 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39371055 ---Validation accuracy:--- 0.901 Validation Loss: 0.36837882 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.388917 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36801186 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.29249957 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3683689 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.46037734 ---Validation accuracy:--- 0.9 Validation Loss: 0.36855757 Epoch: 9 ---Training accuracy:--- 0.84 Training Loss: 0.39402816 ---Validation accuracy:--- 0.901 Validation Loss: 0.3679703 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.41046897 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36762103 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.41596642 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3674413 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3733773 ---Validation accuracy:--- 0.9 Validation Loss: 0.36725134 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.367927 ---Validation accuracy:--- 0.9 Validation Loss: 0.36721176 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.44148284 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36736462 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39379746 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36722484 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.36429012 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3668997 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.32772407 ---Validation accuracy:--- 0.901 Validation Loss: 0.36698732 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.34096277 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36783978 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.32861686 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36759293 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.4024152 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36761618 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3679168 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36751813 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.4268902 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36780536 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.37022942 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36695513 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26822263 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3670555 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35180092 ---Validation accuracy:--- 0.9 Validation Loss: 0.36781466 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3637925 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3683997 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.40605873 ---Validation accuracy:--- 0.9 Validation Loss: 0.3676965 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.33812875 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3673303 Epoch: 9 ---Training accuracy:--- 0.835 Training Loss: 0.4711586 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36744052 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3013104 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3677568 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39455512 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36768535 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.41457057 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36776495 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.39746207 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36773998 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.4293565 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36717692 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.3455494 ---Validation accuracy:--- 0.9 Validation Loss: 0.36728653 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.44928378 ---Validation accuracy:--- 0.9016 Validation Loss: 0.366916 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.39197046 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3673149 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4108906 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3665612 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.37814477 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3671281 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37787133 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36763602 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.50498664 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3675618 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3338298 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36665863 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.29897904 ---Validation accuracy:--- 0.901 Validation Loss: 0.36642194 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39862874 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36698735 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3625626 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36597762 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43878812 ---Validation accuracy:--- 0.901 Validation Loss: 0.36580038 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.524473 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36614022 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35257432 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36607057 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.46852058 ---Validation accuracy:--- 0.902 Validation Loss: 0.36594027 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.34701157 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36591226 Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.36244065 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36613393 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45555207 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36580303 Epoch: 9 ---Training accuracy:--- 0.935 Training Loss: 0.25839195 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3658347 Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.44039276 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36627364 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.334618 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36620262 Epoch: 9 ---Training accuracy:--- 0.84 Training Loss: 0.45023414 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36601523 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.5048019 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36545 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.4947116 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36537465 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35843334 ---Validation accuracy:--- 0.902 Validation Loss: 0.36550513 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39024657 ---Validation accuracy:--- 0.9024 Validation Loss: 0.365773 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.38802475 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36558658 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.34103027 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36618122 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.44957423 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36592418 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.35681984 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36555406 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.35635966 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36531597 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32868332 ---Validation accuracy:--- 0.902 Validation Loss: 0.36496156 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.46924794 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36561936 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3224308 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3652123 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.408023 ---Validation accuracy:--- 0.902 Validation Loss: 0.3650755 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.45636794 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36433828 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3715555 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36475587 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.5164351 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3649389 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.3731712 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36493257 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39189368 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36477047 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.43331486 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36555898 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.3925971 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3660594 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37429944 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3656432 Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.31438613 ---Validation accuracy:--- 0.8994 Validation Loss: 0.365688 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.4769421 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3649455 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.38871217 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3659104 Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.43369815 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3651028 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.39958954 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36496463 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30238825 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3655827 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.36659443 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3654089 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3438959 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36654195 Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.49680614 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3657336 Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42027938 ---Validation accuracy:--- 0.9 Validation Loss: 0.3659005 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.31410164 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36674646 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.30746648 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3661593 Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28641725 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36498517 Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.37371114 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36450136 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.30526462 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36460406 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.38620597 ---Validation accuracy:--- 0.901 Validation Loss: 0.36418626 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33368033 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36441225 Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.31439254 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36457887 Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.44171616 ---Validation accuracy:--- 0.901 Validation Loss: 0.36458427 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39036366 ---Validation accuracy:--- 0.902 Validation Loss: 0.36405978 Epoch: 9 ---Training accuracy:--- 0.83 Training Loss: 0.5274843 ---Validation accuracy:--- 0.902 Validation Loss: 0.36360452 Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3665265 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3638129 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.31978706 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36370456 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.38283607 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3635028 Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.38459495 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3633364 Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.51584005 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36335477 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.37585282 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36303365 Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.446777 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36390987 Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.39624593 ---Validation accuracy:--- 0.902 Validation Loss: 0.36375427 Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.44406813 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36371583 Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.40006974 ---Validation accuracy:--- 0.903 Validation Loss: 0.36374795 Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39664707 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3625998 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.40872574 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36292803 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.37255016 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36280453 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32973567 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3625969 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3552188 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36385792 Epoch: 10 ---Training accuracy:--- 0.935 Training Loss: 0.26801014 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36416316 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.40816578 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36343977 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.38719848 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36252964 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30235878 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36241075 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.39786187 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36257038 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.332645 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36201635 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40333295 ---Validation accuracy:--- 0.901 Validation Loss: 0.3625254 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.42916527 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36303666 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31610104 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36411923 Epoch: 10 ---Training accuracy:--- 0.835 Training Loss: 0.45636436 ---Validation accuracy:--- 0.901 Validation Loss: 0.36406446 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.49855658 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36253515 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.39331192 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3628165 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3360345 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3634578 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.351106 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36382347 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.47703746 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36294898 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.372773 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36417484 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3123426 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36465436 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3714248 ---Validation accuracy:--- 0.901 Validation Loss: 0.36522168 Epoch: 10 ---Training accuracy:--- 0.845 Training Loss: 0.4520764 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3641438 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3966014 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3633524 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.38840148 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36270455 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35732228 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3628832 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31628862 ---Validation accuracy:--- 0.901 Validation Loss: 0.36265612 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40408394 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36214116 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4299826 ---Validation accuracy:--- 0.901 Validation Loss: 0.36244276 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4069023 ---Validation accuracy:--- 0.9 Validation Loss: 0.3631016 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.4067804 ---Validation accuracy:--- 0.8996 Validation Loss: 0.363888 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3668436 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36324713 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.35676572 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36369157 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.33868095 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3638317 Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.42050812 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36293557 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.36997613 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36289784 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.5258032 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36182088 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.42071015 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36130875 Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.24617058 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36111087 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40165535 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36113822 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44029894 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36125904 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3244769 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36102372 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3006172 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36075997 Epoch: 10 ---Training accuracy:--- 0.96 Training Loss: 0.21944426 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3610605 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.31699485 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36063784 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4369797 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36243343 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.24569806 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36195996 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.32480523 ---Validation accuracy:--- 0.903 Validation Loss: 0.36126027 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.37925953 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35996324 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.31746033 ---Validation accuracy:--- 0.902 Validation Loss: 0.3601477 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.39145997 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3603688 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3797947 ---Validation accuracy:--- 0.903 Validation Loss: 0.36104873 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.46413493 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3612307 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.44548675 ---Validation accuracy:--- 0.902 Validation Loss: 0.36034796 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3999855 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36051348 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.2926297 ---Validation accuracy:--- 0.902 Validation Loss: 0.36041075 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4145239 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36006626 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3122973 ---Validation accuracy:--- 0.903 Validation Loss: 0.3606563 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.2832906 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35991538 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.430616 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3593838 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.42502117 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35904625 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3809276 ---Validation accuracy:--- 0.903 Validation Loss: 0.35905477 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.43755382 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35951138 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.42930177 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35959196 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.41215706 ---Validation accuracy:--- 0.903 Validation Loss: 0.35941046 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39416653 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35908353 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.3114613 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3596999 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.34510514 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35976857 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35769203 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35976216 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3814482 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36034685 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.36076477 ---Validation accuracy:--- 0.903 Validation Loss: 0.35951242 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31845048 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3589508 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30977172 ---Validation accuracy:--- 0.903 Validation Loss: 0.35897723 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.2990002 ---Validation accuracy:--- 0.902 Validation Loss: 0.35938212 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3437307 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35943556 Epoch: 10 ---Training accuracy:--- 0.845 Training Loss: 0.5199426 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35930285 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3154575 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35960984 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.39996636 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3589494 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39534158 ---Validation accuracy:--- 0.902 Validation Loss: 0.3590557 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41244102 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35898942 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.402824 ---Validation accuracy:--- 0.902 Validation Loss: 0.35942963 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.4154809 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35922655 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39850524 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35893956 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.30566165 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35929397 Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.24614963 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35982856 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.36952615 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36055708 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.43766823 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3605448 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.29752603 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3599777 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.40868396 ---Validation accuracy:--- 0.902 Validation Loss: 0.35972232 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.3830323 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35944524 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.38323337 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35980406 Epoch: 10 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0.35901406 Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.2796623 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35980415 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35773793 ---Validation accuracy:--- 0.902 Validation Loss: 0.35898975 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.34521812 ---Validation accuracy:--- 0.902 Validation Loss: 0.35888448 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4091127 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35891923 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44690448 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35861158 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40203956 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3584011 Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.30581954 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35835987 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.29932043 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35821187 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.2851286 ---Validation accuracy:--- 0.903 Validation Loss: 0.35794532 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.26577243 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35772496 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.35043067 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35778162 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.414391 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35781026 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.46057984 ---Validation accuracy:--- 0.902 Validation Loss: 0.35807404 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.37822556 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35805196 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.3901704 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35770622 Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.5029981 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3576879 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.33976585 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35772684 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.32221118 ---Validation accuracy:--- 0.903 Validation Loss: 0.35772642 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3414286 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35751513 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.42749217 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35738197 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3274347 ---Validation accuracy:--- 0.903 Validation Loss: 0.35750526 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30068657 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35748133 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.34722108 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35791832 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.40431023 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35772023 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.29640058 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35842636 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.33152142 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3578807 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3838051 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3573742 Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.45628604 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35671645 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3025911 ---Validation accuracy:--- 0.903 Validation Loss: 0.35700107 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30202937 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35694635 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.4343657 ---Validation accuracy:--- 0.902 Validation Loss: 0.35682496 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.47952205 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3569312 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.26603776 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35682946 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.40009454 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3574073 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.30255315 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35826054 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3759204 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3589201 Epoch: 10 ---Training accuracy:--- 0.85 Training Loss: 0.4391544 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3582964 Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.39632553 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3590148 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.32062882 ---Validation accuracy:--- 0.9004 Validation Loss: 0.360504 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41641796 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3606306 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3165419 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3589573 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4088571 ---Validation accuracy:--- 0.9 Validation Loss: 0.35851976 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4479328 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35813108 Epoch: 10 ---Training accuracy:--- 0.935 Training Loss: 0.25549063 ---Validation accuracy:--- 0.901 Validation Loss: 0.35742533 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4209645 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35692716 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.27186906 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35712454 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.38453332 ---Validation accuracy:--- 0.904 Validation Loss: 0.3567588 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.35515136 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35632306 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.38859493 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35613507 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.3687419 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35614374 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40715617 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35600826 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.39218742 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35587764 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40206572 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35621947 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31042695 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3567195 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30971944 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3565722 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.4458312 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35547936 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.33792773 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35585025 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.36799514 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3556263 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31791556 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35532266 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.43669772 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35521454 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39255998 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35555804 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4813892 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3557941 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.37415108 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35586953 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3374752 ---Validation accuracy:--- 0.901 Validation Loss: 0.35655093 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.45567086 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35597387 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40704697 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35711312 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.37879997 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35659862 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3582385 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35643318 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40616718 ---Validation accuracy:--- 0.902 Validation Loss: 0.3570023 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.47875664 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35671127 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3684284 ---Validation accuracy:--- 0.902 Validation Loss: 0.355651 Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.40767768 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3562288 Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.23477542 ---Validation accuracy:--- 0.901 Validation Loss: 0.35667944 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.37130868 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35682252 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32107273 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3570302 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.29749924 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35674313 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.38759628 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3557304 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.4524525 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35587415 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.33975694 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35618475 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3233815 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35584167 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3873333 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35611886 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.33170268 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35615546 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.40626612 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35621288 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.28680545 ---Validation accuracy:--- 0.902 Validation Loss: 0.35532197 Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.27756336 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35616603 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.36230546 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3563334 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.33251733 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35572177 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.31338322 ---Validation accuracy:--- 0.903 Validation Loss: 0.3549012 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.37080583 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35541978 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.40175086 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35509738 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3362282 ---Validation accuracy:--- 0.903 Validation Loss: 0.35472167 Epoch: 10 ---Training accuracy:--- 0.84 Training Loss: 0.4993207 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35444614 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.3963916 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35415992 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.30197626 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35427594 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40510237 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35349917 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3699801 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35405013 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.3656465 ---Validation accuracy:--- 0.903 Validation Loss: 0.35397795 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.2756048 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35406175 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40634117 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35374323 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.5004683 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3549898 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3292092 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35515022 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.32570693 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35572144 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39301774 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35443565 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41514832 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35415253 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36687902 ---Validation accuracy:--- 0.9048 Validation Loss: 0.354247 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.34217438 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35367638 Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.26248705 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35376376 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.36136052 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35397738 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3826291 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35397306 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3530783 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35359913 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3078794 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3535223 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.4054046 ---Validation accuracy:--- 0.904 Validation Loss: 0.3533817 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32858068 ---Validation accuracy:--- 0.904 Validation Loss: 0.35334614 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3344517 ---Validation accuracy:--- 0.905 Validation Loss: 0.35326052 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.34218177 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35344544 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.4007476 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35413843 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.48286504 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35511935 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.45720282 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35470003 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.3159218 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35422596 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40907302 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35446456 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31351933 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35439885 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35756102 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35421288 Epoch: 10 ---Training accuracy:--- 0.825 Training Loss: 0.6459722 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35489184 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.49022073 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35503507 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.47134414 ---Validation accuracy:--- 0.903 Validation Loss: 0.3543863 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.35334265 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35354254 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.2953329 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3530652 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.42372552 ---Validation accuracy:--- 0.902 Validation Loss: 0.3532552 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.31484807 ---Validation accuracy:--- 0.902 Validation Loss: 0.3535522 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.44272393 ---Validation accuracy:--- 0.903 Validation Loss: 0.35394043 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.30679458 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35386378 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3928259 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35312977 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3949746 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3533338 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.42433694 ---Validation accuracy:--- 0.904 Validation Loss: 0.353264 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4187633 ---Validation accuracy:--- 0.904 Validation Loss: 0.35220957 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.25895286 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35226354 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.31714135 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35210937 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39611295 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35201776 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3124971 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35217345 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.42928004 ---Validation accuracy:--- 0.904 Validation Loss: 0.35221776 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44426772 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35282505 Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.46437114 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3531936 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3112929 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35288414 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.35686618 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35298654 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35700876 ---Validation accuracy:--- 0.902 Validation Loss: 0.35248187 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3067399 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35276693 Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.5170118 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3516515 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36636138 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3515846 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3481305 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35130155 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4349474 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35121462 Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.44307637 ---Validation accuracy:--- 0.904 Validation Loss: 0.35134694 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3465531 ---Validation accuracy:--- 0.904 Validation Loss: 0.351811 Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.28891057 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35180733 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3952746 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35204053 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.34555826 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35274312 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4360876 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3531966 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44317654 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35290346 Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.22391006 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35298455 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30226406 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35206473 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31053355 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35205764 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4084617 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35180438 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.34914437 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35199803 Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.28409737 ---Validation accuracy:--- 0.903 Validation Loss: 0.35201818 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.39035854 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35209593 Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36848855 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35230798 Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.27870202 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35197997 Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3579775 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35252523 Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.34197557 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3520248 Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3356311 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35206762 Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30600217 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35262117 Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3682972 ---Validation accuracy:--- 0.903 Validation Loss: 0.35130978 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.41946015 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35109815 Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35601693 ---Validation accuracy:--- 0.9038 Validation Loss: 0.350298 Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4087826 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35009575 Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4258052 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34972832 Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.42096996 ---Validation accuracy:--- 0.904 Validation Loss: 0.3497627 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32334283 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35004488 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37323433 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35040665 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.36746466 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34972224 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39471725 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3494019 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36365578 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34951153 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3112878 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34922716 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.2869442 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34925824 Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.37125093 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34915757 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39129484 ---Validation accuracy:--- 0.904 Validation Loss: 0.34934607 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.37398532 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34931952 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.36805743 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3493291 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.34303328 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34921867 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.29284987 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34917584 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.3933559 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34927335 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.38820022 ---Validation accuracy:--- 0.905 Validation Loss: 0.34925592 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.26182854 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34955952 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.38520184 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3496021 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3065241 ---Validation accuracy:--- 0.905 Validation Loss: 0.34917384 Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.52621114 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34948173 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.395388 ---Validation accuracy:--- 0.905 Validation Loss: 0.3494262 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.41155556 ---Validation accuracy:--- 0.904 Validation Loss: 0.34993973 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.26970264 ---Validation accuracy:--- 0.904 Validation Loss: 0.3496886 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.43231812 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3507533 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3685405 ---Validation accuracy:--- 0.9042 Validation Loss: 0.350536 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.26820683 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35100323 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.325984 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35055697 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.43112695 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35055694 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.34019455 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35118043 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36176407 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3501211 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.43057406 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34999833 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3735061 ---Validation accuracy:--- 0.9032 Validation Loss: 0.350125 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39878032 ---Validation accuracy:--- 0.905 Validation Loss: 0.34960052 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.34034374 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3488229 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.41203156 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34871835 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.28883404 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34894004 Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.38054115 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34876978 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.30878574 ---Validation accuracy:--- 0.904 Validation Loss: 0.34824574 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39528495 ---Validation accuracy:--- 0.904 Validation Loss: 0.3484485 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.3506686 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34826618 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39233574 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34815073 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.4616378 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34842482 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38910758 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34835562 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.37657902 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34793755 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42382196 ---Validation accuracy:--- 0.904 Validation Loss: 0.34787583 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.36692655 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34790176 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.2955276 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34800014 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36406302 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3479692 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.30402574 ---Validation accuracy:--- 0.906 Validation Loss: 0.34788072 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37848502 ---Validation accuracy:--- 0.906 Validation Loss: 0.34819698 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.32833496 ---Validation accuracy:--- 0.905 Validation Loss: 0.3481216 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.38064355 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34810388 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.38110733 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3481306 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.34618923 ---Validation accuracy:--- 0.906 Validation Loss: 0.34752905 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.49160585 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34798086 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.38799766 ---Validation accuracy:--- 0.906 Validation Loss: 0.34768555 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.43534064 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3472722 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.42296487 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3472326 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.39499715 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3473062 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.33205998 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3474134 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3236848 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3474501 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.3644187 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34711713 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.40614793 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34708452 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.33186677 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34719846 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.3493464 ---Validation accuracy:--- 0.905 Validation Loss: 0.3468837 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.24335362 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34711054 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.36073348 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34679326 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36154458 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34682226 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.34818155 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34707382 Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.49344185 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34670785 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.3323973 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34684023 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.2630066 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34737396 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35372588 ---Validation accuracy:--- 0.905 Validation Loss: 0.34759703 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3773626 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3475492 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.30810001 ---Validation accuracy:--- 0.904 Validation Loss: 0.34816983 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.42956161 ---Validation accuracy:--- 0.903 Validation Loss: 0.3482665 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.37290046 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3494041 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24584785 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35063374 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30863172 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35008296 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.39000154 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35059938 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3232506 ---Validation accuracy:--- 0.901 Validation Loss: 0.35041937 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.32394528 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3504774 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3567499 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34963158 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29411417 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34939703 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33330357 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34843007 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.35441947 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34824845 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2814813 ---Validation accuracy:--- 0.905 Validation Loss: 0.34809017 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.32541585 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34813192 Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.45551056 ---Validation accuracy:--- 0.903 Validation Loss: 0.3487844 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.39191544 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34883496 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.32761016 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34815714 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.30558997 ---Validation accuracy:--- 0.905 Validation Loss: 0.34808472 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3511641 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3474085 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.33138427 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34693503 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38167658 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34660304 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.44898355 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34722564 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33639634 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3472623 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.33156264 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34685692 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.36287072 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34634474 Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.4821877 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3464737 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.40528852 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34661293 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.39506957 ---Validation accuracy:--- 0.906 Validation Loss: 0.34639415 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36105576 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3459777 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.33073914 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34588283 Epoch: 11 ---Training accuracy:--- 0.835 Training Loss: 0.58111715 ---Validation accuracy:--- 0.905 Validation Loss: 0.345942 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36807215 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34608567 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.34675848 ---Validation accuracy:--- 0.905 Validation Loss: 0.34593326 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.4389586 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34565175 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2704936 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34567583 Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.44090378 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3461617 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.27461225 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34596217 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35864776 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34613323 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.3413942 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34648034 Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.43877992 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34609827 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.37527084 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34578913 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.354488 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3461279 Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.523032 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34711686 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.34137648 ---Validation accuracy:--- 0.904 Validation Loss: 0.3472012 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3638466 ---Validation accuracy:--- 0.905 Validation Loss: 0.3463765 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.33632085 ---Validation accuracy:--- 0.906 Validation Loss: 0.34594464 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30496013 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3457433 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.28354064 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34591106 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.38224426 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3453992 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37480786 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34548298 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.37862507 ---Validation accuracy:--- 0.905 Validation Loss: 0.34698686 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32029557 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3469844 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.34142128 ---Validation accuracy:--- 0.905 Validation Loss: 0.34668374 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.40115577 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3475768 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.3897547 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34664628 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.305702 ---Validation accuracy:--- 0.906 Validation Loss: 0.34556168 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27713382 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3455259 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.2779336 ---Validation accuracy:--- 0.905 Validation Loss: 0.3456009 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29811722 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3459427 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33102977 ---Validation accuracy:--- 0.9066 Validation Loss: 0.346388 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32417923 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34697238 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.36101884 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34648734 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3149787 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34565318 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3368141 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34593433 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36446723 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34566435 Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.28199703 ---Validation accuracy:--- 0.905 Validation Loss: 0.34661552 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3444496 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34541577 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.3731154 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3450407 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42111695 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34515738 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.41195294 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3452898 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24055487 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3450766 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.31192407 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3451438 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3386519 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34545425 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.41151372 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34486875 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.28833842 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34489682 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.32671788 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3447392 Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.26629403 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34477764 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.31066436 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34481305 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.4045068 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34485307 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.33937588 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3450818 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.31701764 ---Validation accuracy:--- 0.906 Validation Loss: 0.34538105 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.40197688 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34507617 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.3477028 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34553966 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.35951847 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34498093 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27768227 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3453831 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3378071 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34488896 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.41695678 ---Validation accuracy:--- 0.907 Validation Loss: 0.34517667 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.42506218 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34513938 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.4174015 ---Validation accuracy:--- 0.906 Validation Loss: 0.34575078 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29760772 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34551132 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.27935097 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34516102 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.49526978 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34555534 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.32457244 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3449707 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.41610795 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3452439 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30387017 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3448656 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3715848 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34498647 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.42774856 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34434292 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.49868628 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34382272 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.39509448 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34396973 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.28945282 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34395477 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3215002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3438404 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.38220733 ---Validation accuracy:--- 0.906 Validation Loss: 0.34368217 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.38406837 ---Validation accuracy:--- 0.9054 Validation Loss: 0.343401 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.32183212 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34353098 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.40740365 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34340438 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3011961 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34372675 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39045966 ---Validation accuracy:--- 0.906 Validation Loss: 0.34452534 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.35129365 ---Validation accuracy:--- 0.908 Validation Loss: 0.34310284 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3061129 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34374857 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.41450226 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34322459 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.31934175 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34325665 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36498094 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3430885 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.29567906 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3431267 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.26794216 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34353432 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.46636522 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34352377 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.29509148 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34365508 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24797791 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34419602 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.303684 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34331787 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.4268689 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34316486 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.4071344 ---Validation accuracy:--- 0.906 Validation Loss: 0.34338135 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.32823715 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3439902 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3568292 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34377894 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.34803018 ---Validation accuracy:--- 0.9056 Validation Loss: 0.343929 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.42644662 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3435757 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.30473557 ---Validation accuracy:--- 0.906 Validation Loss: 0.343739 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35999802 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34393105 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.27921033 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34421372 Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.47209674 ---Validation accuracy:--- 0.905 Validation Loss: 0.3435266 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.25856185 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34303838 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.52919734 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34292504 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.38016877 ---Validation accuracy:--- 0.905 Validation Loss: 0.34298593 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.24658008 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3441892 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.46127105 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34427547 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.37536624 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3436706 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.37686408 ---Validation accuracy:--- 0.906 Validation Loss: 0.34361485 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.39163736 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34366646 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.24375668 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34378514 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.41239014 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3440997 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33047658 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34400973 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.28382617 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34451354 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.3592088 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3435789 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.3700626 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3437514 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38246128 ---Validation accuracy:--- 0.905 Validation Loss: 0.34492418 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.42685783 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34508872 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.39154035 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3445542 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37631753 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34373763 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.28890103 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34353518 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3687551 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34358782 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.30371794 ---Validation accuracy:--- 0.906 Validation Loss: 0.343845 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.32801747 ---Validation accuracy:--- 0.906 Validation Loss: 0.34436536 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.38358402 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34406942 Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.42216742 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34312516 Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29511505 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34293082 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.37405324 ---Validation accuracy:--- 0.907 Validation Loss: 0.34294033 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3152612 ---Validation accuracy:--- 0.907 Validation Loss: 0.34290057 Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.42771083 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34299758 Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.54525 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3426636 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3218071 ---Validation accuracy:--- 0.906 Validation Loss: 0.34291393 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.2678431 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34258163 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42527637 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34308583 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.4468671 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34269977 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.27799547 ---Validation accuracy:--- 0.906 Validation Loss: 0.34282222 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37175778 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3434039 Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.42745155 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34224185 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.25954595 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34185418 Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.38250756 ---Validation accuracy:--- 0.906 Validation Loss: 0.34161195 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39450416 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34209648 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.40493923 ---Validation accuracy:--- 0.905 Validation Loss: 0.3429899 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.334597 ---Validation accuracy:--- 0.906 Validation Loss: 0.3420649 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.47228065 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3417625 Epoch: 11 ---Training accuracy:--- 0.95 Training Loss: 0.21564797 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34153983 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.30948365 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3414749 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.29833162 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34110624 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.35848346 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34148553 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.38473785 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3421605 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.34188834 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34205297 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39439353 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34208894 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.44082585 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3426284 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.4854969 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34132144 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.45625508 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34201518 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27930415 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3427206 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.34058732 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3442594 Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.27957007 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3423897 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.39521912 ---Validation accuracy:--- 0.905 Validation Loss: 0.3413979 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.4355487 ---Validation accuracy:--- 0.907 Validation Loss: 0.34126207 Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.34849223 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34077528 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.271563 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34077188 Epoch: 11 ---Training accuracy:--- 0.94 Training Loss: 0.2683403 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3406527 Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.3205669 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3405447 Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.2678793 ---Validation accuracy:--- 0.906 Validation Loss: 0.3405955 Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2792903 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34030372 Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.36939076 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34028736 Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39558998 ---Validation accuracy:--- 0.906 Validation Loss: 0.34027973 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.43109414 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34070137 Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.31997165 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3408227 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.51566297 ---Validation accuracy:--- 0.907 Validation Loss: 0.34073564 Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.2348728 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34123787 Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.30984217 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34138706 Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36749297 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34105018 Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.27786177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3404697 Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.39974305 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34040326 Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.49515122 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34173918 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3269569 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34069386 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34817383 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34088615 Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.49228582 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34050724 Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.23744304 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34000647 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.34075797 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3400638 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45090374 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3405511 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.40332344 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34052807 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3744323 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34029076 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.4254434 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3398676 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.4004245 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33965567 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38999245 ---Validation accuracy:--- 0.907 Validation Loss: 0.3402743 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3601307 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34013188 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.36918426 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34016007 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32089454 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33922088 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.41934967 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3394563 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.37986276 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33981723 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3047511 ---Validation accuracy:--- 0.907 Validation Loss: 0.33986837 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3231701 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34006885 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.26976216 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34012792 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.36817992 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34023824 Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.41020817 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33989057 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27213287 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34023988 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.39288753 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34009418 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37450585 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3399159 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3178423 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34044528 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.2669437 ---Validation accuracy:--- 0.9064 Validation Loss: 0.340004 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45974544 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33915773 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.32601428 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33984247 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.36458638 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34004724 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.44102734 ---Validation accuracy:--- 0.906 Validation Loss: 0.33984518 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.31771252 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34003413 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35021153 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33970162 Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.22546394 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34000748 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.31976518 ---Validation accuracy:--- 0.9044 Validation Loss: 0.340107 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.2780479 ---Validation accuracy:--- 0.905 Validation Loss: 0.34016037 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.30939507 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3397826 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.44269362 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33957636 Epoch: 12 ---Training accuracy:--- 0.84 Training Loss: 0.45411012 ---Validation accuracy:--- 0.906 Validation Loss: 0.34001678 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32719424 ---Validation accuracy:--- 0.906 Validation Loss: 0.34034398 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.44189948 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3414876 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.29626665 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34104282 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.32825842 ---Validation accuracy:--- 0.905 Validation Loss: 0.3403611 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.28892022 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3407215 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.43867767 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3407295 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31903505 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3404039 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.32105857 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34002668 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3343104 ---Validation accuracy:--- 0.905 Validation Loss: 0.34048265 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.32570544 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34029615 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.31917083 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33987612 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3229277 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3390879 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.38755906 ---Validation accuracy:--- 0.9052 Validation Loss: 0.33927217 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37018108 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33921632 Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.48961717 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33946794 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.38731948 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33970717 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.33359745 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33977288 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.30113697 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33996326 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3558332 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33884674 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3616806 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3404391 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.39550194 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34096763 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.2750949 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33910355 Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.47361764 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33882046 Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.26069474 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33864173 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3567457 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3387992 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3392455 ---Validation accuracy:--- 0.908 Validation Loss: 0.33866474 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.30718383 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33814308 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.39381927 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33819982 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3501786 ---Validation accuracy:--- 0.9072 Validation Loss: 0.337904 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.46618846 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3383575 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.31924897 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3391364 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.36470664 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33941334 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38837785 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33916953 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3312518 ---Validation accuracy:--- 0.906 Validation Loss: 0.33860523 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.30967876 ---Validation accuracy:--- 0.906 Validation Loss: 0.33902118 Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.29229707 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3390916 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.35491014 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3390448 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31257594 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33823818 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.43338493 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33906633 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.33935067 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33969653 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.3019303 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3386707 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32144883 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33825025 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3932112 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3382442 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.32750946 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3378425 Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.27116886 ---Validation accuracy:--- 0.909 Validation Loss: 0.3374564 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.43640587 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3374857 Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.33876503 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33744016 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.28213212 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33733395 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39087823 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33738896 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.30088684 ---Validation accuracy:--- 0.908 Validation Loss: 0.33766666 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.36564517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33721092 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27715138 ---Validation accuracy:--- 0.907 Validation Loss: 0.33730885 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.35617402 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3368647 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3928793 ---Validation accuracy:--- 0.907 Validation Loss: 0.33734098 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.2741493 ---Validation accuracy:--- 0.907 Validation Loss: 0.33696854 Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.39875177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33719692 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31116357 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33704716 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.30380598 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33712578 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35166115 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3368248 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.29471168 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3370699 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.3169772 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33762267 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.29186875 ---Validation accuracy:--- 0.906 Validation Loss: 0.33727324 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3307584 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3373577 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34507626 ---Validation accuracy:--- 0.9062 Validation Loss: 0.337757 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3940796 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33665302 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4001326 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3364431 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.34984824 ---Validation accuracy:--- 0.907 Validation Loss: 0.33719856 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29302403 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33712465 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.30425012 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33681327 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34838828 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33700785 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.31452835 ---Validation accuracy:--- 0.906 Validation Loss: 0.33690694 Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.5540349 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3370062 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3820829 ---Validation accuracy:--- 0.907 Validation Loss: 0.33621627 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.41171703 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33599606 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.33823177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33612648 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35802892 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33606368 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.44266862 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3361122 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.35183907 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33609867 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.33245972 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33622918 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.24622722 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33654654 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.37686375 ---Validation accuracy:--- 0.907 Validation Loss: 0.33653927 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3728273 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3368632 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.394722 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33735144 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.28650784 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33772406 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.31517303 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33803377 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.45935127 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33771145 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37736753 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33727786 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.4954025 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33712178 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3101958 ---Validation accuracy:--- 0.906 Validation Loss: 0.33717358 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.29515648 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3373925 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3807403 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33839113 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3519203 ---Validation accuracy:--- 0.907 Validation Loss: 0.33657295 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3515404 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33593163 Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.26342893 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3359427 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.32478073 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33610612 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.272395 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33574125 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31719846 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3356785 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36842942 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33610162 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.4372683 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33567908 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.33085456 ---Validation accuracy:--- 0.908 Validation Loss: 0.33568424 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3470869 ---Validation accuracy:--- 0.909 Validation Loss: 0.3354905 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.42654428 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3353338 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.36343986 ---Validation accuracy:--- 0.909 Validation Loss: 0.33545947 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3209249 ---Validation accuracy:--- 0.909 Validation Loss: 0.3357136 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.33228424 ---Validation accuracy:--- 0.9078 Validation Loss: 0.335677 Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.22189915 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3355322 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.38695163 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3353764 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.34808618 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33540592 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.4489698 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33528966 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.33056903 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33600175 Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.45041144 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33587936 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.26685008 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33537886 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.26119986 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33519864 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.2924043 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33552316 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27891707 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33601806 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31873748 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33709782 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.36436835 ---Validation accuracy:--- 0.907 Validation Loss: 0.33690503 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27079564 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33662692 Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.3236618 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33709955 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3215705 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33698156 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.47410423 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3361809 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.27239227 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33609346 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3889982 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33617964 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.32751614 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33639622 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.25669107 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33637908 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.31478447 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33677357 Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3686673 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3356169 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.42658347 ---Validation accuracy:--- 0.907 Validation Loss: 0.33567974 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30536085 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33562726 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45652425 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33508402 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.29256192 ---Validation accuracy:--- 0.907 Validation Loss: 0.33497837 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31674224 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3350782 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34037805 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33498138 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.28418204 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33514816 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.44126847 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33588964 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.31881636 ---Validation accuracy:--- 0.907 Validation Loss: 0.33569872 Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.48130935 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33616045 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.40636268 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3362815 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29405898 ---Validation accuracy:--- 0.907 Validation Loss: 0.33609954 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27674583 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33571827 Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.46259835 ---Validation accuracy:--- 0.907 Validation Loss: 0.3366148 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.38424477 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33599374 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3195711 ---Validation accuracy:--- 0.908 Validation Loss: 0.33570302 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3465162 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3352119 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3306296 ---Validation accuracy:--- 0.9064 Validation Loss: 0.335691 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.36436775 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3355965 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31889653 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3361674 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.4124813 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33564347 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.44744977 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3349999 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.48362777 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33439925 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.3173797 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33455852 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.38610467 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33425725 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3848252 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33446342 Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.27859366 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33408558 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.47198585 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3344753 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38456646 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33439696 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29388806 ---Validation accuracy:--- 0.908 Validation Loss: 0.33406335 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.2706653 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3340529 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.28301772 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33415058 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.41990796 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3338232 Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.24643886 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33369532 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.27906647 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33382833 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.38748032 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33420736 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3594615 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33471823 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.42076892 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33419067 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3073042 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33356044 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36009276 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33379257 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.35056305 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33364213 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.362121 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33358297 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.31173053 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3338129 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3566989 ---Validation accuracy:--- 0.906 Validation Loss: 0.33445922 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3888029 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3348462 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29258785 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3339471 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30512664 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33474723 Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.27758092 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33427575 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29858708 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33453053 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39480546 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33570158 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36591214 ---Validation accuracy:--- 0.905 Validation Loss: 0.3360786 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3686261 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33445013 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3274874 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3338536 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.40412804 ---Validation accuracy:--- 0.909 Validation Loss: 0.33362094 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.42505637 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33372796 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.40311757 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33375603 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.40469018 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33411682 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.32274637 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33439457 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.29118827 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3346379 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.34733188 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3343839 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.39662507 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3332686 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39249083 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33412907 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.331153 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3339544 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.37466174 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33369857 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34792432 ---Validation accuracy:--- 0.908 Validation Loss: 0.3339129 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.33130142 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33356738 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34294564 ---Validation accuracy:--- 0.909 Validation Loss: 0.33339614 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.35325432 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3332909 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3461148 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33320606 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.4021015 ---Validation accuracy:--- 0.909 Validation Loss: 0.33286595 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.41717812 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33313456 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29094934 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3330885 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3410128 ---Validation accuracy:--- 0.909 Validation Loss: 0.33331904 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3683345 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33378458 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.30532616 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3338551 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.42093956 ---Validation accuracy:--- 0.907 Validation Loss: 0.33450913 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.37234533 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3337242 Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.4003231 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33445826 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.2654514 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33428037 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.26099005 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33469334 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.3230166 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33426896 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.31449777 ---Validation accuracy:--- 0.908 Validation Loss: 0.33353826 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34052834 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33333856 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3301136 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33344862 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29619563 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33353788 Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.27096534 ---Validation accuracy:--- 0.908 Validation Loss: 0.3337152 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4530514 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33430272 Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.41001663 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33499342 Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30072254 ---Validation accuracy:--- 0.908 Validation Loss: 0.33454823 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.37862232 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33365464 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27200255 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33401647 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.30849302 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33424404 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.43195656 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33364752 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.26035047 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3347261 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.31897792 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33421236 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4227556 ---Validation accuracy:--- 0.906 Validation Loss: 0.3342458 Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.25276026 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33425573 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.29646766 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33406842 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.36263874 ---Validation accuracy:--- 0.907 Validation Loss: 0.33464968 Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.41865876 ---Validation accuracy:--- 0.9052 Validation Loss: 0.33415562 Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.47739288 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33350214 Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37043875 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33350265 Epoch: 12 ---Training accuracy:--- 0.95 Training Loss: 0.19421035 ---Validation accuracy:--- 0.908 Validation Loss: 0.3335978 Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.2798798 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33306855 Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.33168742 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33300644 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.37346578 ---Validation accuracy:--- 0.908 Validation Loss: 0.33254284 Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39247382 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33264434 Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.33076867 ---Validation accuracy:--- 0.908 Validation Loss: 0.33284292 Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.29642114 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33261582 Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.36802518 ---Validation accuracy:--- 0.908 Validation Loss: 0.33278123 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.35433745 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3326725 Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.40894204 ---Validation accuracy:--- 0.909 Validation Loss: 0.33265805 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.369221 ---Validation accuracy:--- 0.907 Validation Loss: 0.33331704 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.36217472 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33293524 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.3623755 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33432174 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3112521 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33578324 Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.4523701 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33434007 Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.25055686 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33530372 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29451108 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3367697 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3782028 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33548316 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.36049938 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3350631 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.41497993 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3345817 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.4097989 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33403537 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.42521682 ---Validation accuracy:--- 0.907 Validation Loss: 0.33280718 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.34842002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3330292 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3120612 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33349562 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30942255 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33276537 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.35094583 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33205464 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.43902618 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33180943 Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.3524865 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3319646 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27542123 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33224824 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.31305587 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33240864 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28647986 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33272377 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.33444703 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3327857 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.30558866 ---Validation accuracy:--- 0.908 Validation Loss: 0.3331949 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30645812 ---Validation accuracy:--- 0.9068 Validation Loss: 0.332468 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.23896338 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33230224 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.34247115 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33198527 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31396526 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33153766 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.3613539 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33186948 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.39730301 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3321777 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.34090436 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33218095 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.32761955 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33194193 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.27488863 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33210748 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3291424 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33140483 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.36402398 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33174604 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.403403 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33142316 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.39350396 ---Validation accuracy:--- 0.907 Validation Loss: 0.33153415 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.29111522 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3316366 Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.26574188 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3314561 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.319253 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3307997 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.36774173 ---Validation accuracy:--- 0.908 Validation Loss: 0.33086118 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.41276103 ---Validation accuracy:--- 0.909 Validation Loss: 0.3303465 Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.38181725 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33031005 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29525757 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33062822 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31627494 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33096224 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.36062545 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33030447 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3598517 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33082402 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3067659 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33097422 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.23049213 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33095968 Epoch: 13 ---Training accuracy:--- 0.945 Training Loss: 0.28163496 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33038 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.42220333 ---Validation accuracy:--- 0.909 Validation Loss: 0.33089447 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.37937668 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33086652 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.36772302 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33096528 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27687028 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33080488 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.29085103 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33097985 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.32174492 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3311268 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.31226164 ---Validation accuracy:--- 0.909 Validation Loss: 0.3305899 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29163837 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33000854 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.43236482 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33004773 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3952709 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32957023 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.32575065 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3302912 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.36350006 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32996815 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33346504 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32983756 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.42244896 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32984677 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.30277234 ---Validation accuracy:--- 0.909 Validation Loss: 0.32973155 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3776043 ---Validation accuracy:--- 0.91 Validation Loss: 0.3299472 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34688324 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32946363 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.25198653 ---Validation accuracy:--- 0.909 Validation Loss: 0.32956767 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.33999115 ---Validation accuracy:--- 0.91 Validation Loss: 0.32970646 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38018227 ---Validation accuracy:--- 0.909 Validation Loss: 0.3300249 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3636081 ---Validation accuracy:--- 0.909 Validation Loss: 0.3296083 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.39772615 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3302124 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.30125728 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3301871 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.4050226 ---Validation accuracy:--- 0.91 Validation Loss: 0.3301029 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.416022 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33082682 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.40492997 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33003783 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34806404 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32979456 Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.46264508 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33015826 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.30417484 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32978004 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.37238762 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32982686 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.33647078 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3298875 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.38907796 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32961324 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.2562612 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32971603 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35584763 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33056462 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3221713 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33067247 Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21819134 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33069965 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31072345 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33002567 Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.4680157 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33017987 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.41871905 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33026996 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.33851105 ---Validation accuracy:--- 0.9084 Validation Loss: 0.330471 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34040135 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33005783 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30559275 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32996097 Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.35959062 ---Validation accuracy:--- 0.909 Validation Loss: 0.3296332 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3023777 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32995898 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3168527 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32982495 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3446454 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32969227 Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.4315551 ---Validation accuracy:--- 0.909 Validation Loss: 0.32942623 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3724562 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32989535 Epoch: 13 ---Training accuracy:--- 0.855 Training Loss: 0.40090913 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3294795 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.3778873 ---Validation accuracy:--- 0.909 Validation Loss: 0.3293746 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.36897042 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32916996 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.344933 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3296343 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.32990864 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33085227 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.29819885 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3310064 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3823745 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33042303 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3472114 ---Validation accuracy:--- 0.908 Validation Loss: 0.3302412 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.2741381 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3298693 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.32375693 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32900482 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.34946597 ---Validation accuracy:--- 0.909 Validation Loss: 0.32926893 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.35662076 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3294596 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35601902 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32974884 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.471073 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32932085 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.28478938 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32928628 Epoch: 13 ---Training accuracy:--- 0.955 Training Loss: 0.28975856 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3286929 Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.23577419 ---Validation accuracy:--- 0.909 Validation Loss: 0.32889837 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.32306424 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3290244 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.31152526 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32909864 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.43940082 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32995707 Epoch: 13 ---Training accuracy:--- 0.95 Training Loss: 0.22769718 ---Validation accuracy:--- 0.909 Validation Loss: 0.33021826 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.27542397 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32928243 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.2942642 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32935756 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29309392 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32965595 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31122068 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32909036 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.42392853 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32928824 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.34863308 ---Validation accuracy:--- 0.909 Validation Loss: 0.32928923 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3605134 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32970884 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38183647 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3300784 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.37183458 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3288745 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28334278 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32893643 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3217697 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32894135 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30151835 ---Validation accuracy:--- 0.909 Validation Loss: 0.3288822 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.28705025 ---Validation accuracy:--- 0.909 Validation Loss: 0.32901788 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.2697835 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33039203 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31147408 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3301862 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.29582757 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32953808 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.33286038 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3291255 Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.41313985 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32891276 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29813725 ---Validation accuracy:--- 0.91 Validation Loss: 0.3284258 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.28074682 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32859647 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.301533 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32805267 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.375986 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3276646 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3607468 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32791215 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.34058136 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32826123 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.31907263 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32781246 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25349468 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32850933 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.37468597 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3283398 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.44022396 ---Validation accuracy:--- 0.909 Validation Loss: 0.32775444 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30878785 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32757148 Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.46446168 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3273837 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33693042 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3278258 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30070218 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3279122 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.27982405 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3277538 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.21827741 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32786208 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.38105613 ---Validation accuracy:--- 0.908 Validation Loss: 0.32824078 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.2974188 ---Validation accuracy:--- 0.91 Validation Loss: 0.32719794 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.24894264 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32741424 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.4410247 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32797894 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3210821 ---Validation accuracy:--- 0.91 Validation Loss: 0.3278128 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.32643744 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32740667 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.28923187 ---Validation accuracy:--- 0.91 Validation Loss: 0.32750162 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3543598 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32788256 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31684747 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3279448 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.32919 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32849762 Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.38410646 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32799083 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30536592 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32799935 Epoch: 13 ---Training accuracy:--- 0.855 Training Loss: 0.48875368 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32883886 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.3189186 ---Validation accuracy:--- 0.908 Validation Loss: 0.3285144 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25125656 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32846949 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.38845074 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32834047 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33241072 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32762343 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39566812 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32712635 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3675409 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32681465 Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.22968757 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3272896 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35101563 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32738453 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34263098 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32730016 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3213095 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32683173 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.28811637 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32689255 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.4052089 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32700795 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33085597 ---Validation accuracy:--- 0.908 Validation Loss: 0.32683232 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28487393 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32686973 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.32989252 ---Validation accuracy:--- 0.909 Validation Loss: 0.32681105 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.38204888 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32710904 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.40865502 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32755738 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.24020639 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32707357 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.26259753 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32798907 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.38708633 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32780728 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.29619062 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3272512 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.35370827 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32715917 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.42870227 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32755017 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.37755105 ---Validation accuracy:--- 0.909 Validation Loss: 0.32743302 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.39213347 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32653907 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.32582232 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32713595 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3860833 ---Validation accuracy:--- 0.908 Validation Loss: 0.32700363 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34060347 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32685742 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34174836 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32660046 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.31204197 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3281722 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.40409663 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3291707 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.30716914 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3282183 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.35760376 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32761806 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.4094442 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3279375 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.29566193 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32836232 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.31054553 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3280851 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.4246679 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3274609 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.31765217 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32749695 Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21867698 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32686114 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3702176 ---Validation accuracy:--- 0.909 Validation Loss: 0.32700956 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3722609 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32745314 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30854046 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32789522 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.30429497 ---Validation accuracy:--- 0.909 Validation Loss: 0.32727334 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.33892834 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32759503 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.35812128 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32770205 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3507963 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32733706 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30300853 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32699645 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3078288 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32699478 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.37333134 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3264861 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31955028 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3264767 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3309994 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32662362 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.23346874 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3265462 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.26589078 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32666388 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39847434 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32663924 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.43717277 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32658124 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.47588158 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32671207 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.3039964 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32692572 Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.45645356 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3272113 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.33911052 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32644445 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28374144 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32676676 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.37482476 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32723334 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.37119657 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32792023 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38032463 ---Validation accuracy:--- 0.908 Validation Loss: 0.32736 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28202397 ---Validation accuracy:--- 0.908 Validation Loss: 0.32680607 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29649824 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3259187 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.42440322 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32565388 Epoch: 13 ---Training accuracy:--- 0.85 Training Loss: 0.41485777 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32590678 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31418365 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32602382 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28865838 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3257952 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34719643 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32560953 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31512263 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32538265 Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.4553971 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32613793 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.26246148 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32554227 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.4326465 ---Validation accuracy:--- 0.9102 Validation Loss: 0.325195 Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21397541 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3249287 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.30498505 ---Validation accuracy:--- 0.911 Validation Loss: 0.3249488 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.4115876 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32485038 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3738106 ---Validation accuracy:--- 0.911 Validation Loss: 0.324741 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.37935475 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32485998 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.372256 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3248374 Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.24916497 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32480744 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.31596574 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3247582 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31258926 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3250486 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27473202 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32511896 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.28581697 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32551813 Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27708432 ---Validation accuracy:--- 0.91 Validation Loss: 0.3256019 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.47947747 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32549092 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.38845813 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32575193 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25410998 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32493696 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3775737 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32513258 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29819927 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3252657 Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.35917434 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3249606 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.38900566 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3250552 Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.5122155 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32479858 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28534853 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3254549 Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.2803729 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3254556 Epoch: 13 ---Training accuracy:--- 0.825 Training Loss: 0.5435695 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3265441 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.38105762 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32639 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33449936 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32589826 Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.26416945 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32541168 Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3635292 ---Validation accuracy:--- 0.91 Validation Loss: 0.3251722 Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.2780853 ---Validation accuracy:--- 0.909 Validation Loss: 0.32560048 Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3195876 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32468253 Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.2773546 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3244392 Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39852738 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3243219 Epoch: 13 ---Training accuracy:--- 0.83 Training Loss: 0.47342643 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3240684 Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.33702126 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32424447 Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.37641212 ---Validation accuracy:--- 0.91 Validation Loss: 0.3242513 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3426481 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32427552 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.38736808 ---Validation accuracy:--- 0.91 Validation Loss: 0.32427666 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3063603 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3242314 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.28621596 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32421207 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.3626182 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32480377 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.27194464 ---Validation accuracy:--- 0.911 Validation Loss: 0.32527736 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31253678 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32517835 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.33832252 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32590768 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.33267924 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32519203 Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.47988665 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32469764 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.22517394 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3243302 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.31960765 ---Validation accuracy:--- 0.909 Validation Loss: 0.32493252 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.31428263 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3248122 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.32395032 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3243355 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33630127 ---Validation accuracy:--- 0.91 Validation Loss: 0.32432973 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.37425858 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32480997 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.34753552 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32489294 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.25917602 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32452214 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.38968444 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32451168 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33113992 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32448637 Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.52531725 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32449853 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.34260026 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32469815 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29400063 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3249642 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.24719994 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32481408 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28593463 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32477948 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.39908913 ---Validation accuracy:--- 0.9104 Validation Loss: 0.324923 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.47972664 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32508564 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.34974197 ---Validation accuracy:--- 0.91 Validation Loss: 0.32529816 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2554232 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32502005 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29025066 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32473898 Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.3886314 ---Validation accuracy:--- 0.91 Validation Loss: 0.32495728 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.32355127 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3249824 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.25008047 ---Validation accuracy:--- 0.91 Validation Loss: 0.3257961 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3423173 ---Validation accuracy:--- 0.91 Validation Loss: 0.3256313 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.306463 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32611814 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.2990099 ---Validation accuracy:--- 0.911 Validation Loss: 0.325045 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.3453734 ---Validation accuracy:--- 0.91 Validation Loss: 0.3249241 Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.21860157 ---Validation accuracy:--- 0.9104 Validation Loss: 0.324973 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.27591905 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3251742 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.39832678 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32591778 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.24820477 ---Validation accuracy:--- 0.91 Validation Loss: 0.3251157 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.34974942 ---Validation accuracy:--- 0.91 Validation Loss: 0.32476065 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3214605 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32518706 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.32590264 ---Validation accuracy:--- 0.9106 Validation Loss: 0.324176 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.28539184 ---Validation accuracy:--- 0.911 Validation Loss: 0.3242414 Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.28372043 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32390803 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.3285917 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3240164 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3588343 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32395172 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3319401 ---Validation accuracy:--- 0.911 Validation Loss: 0.3237503 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.34275028 ---Validation accuracy:--- 0.911 Validation Loss: 0.32383695 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33559114 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32408148 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.35555878 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32464162 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.4261284 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3240358 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34316918 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32339033 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.40328804 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32408142 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2909044 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3253138 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.28697956 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32445312 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.4075505 ---Validation accuracy:--- 0.911 Validation Loss: 0.32436088 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3291185 ---Validation accuracy:--- 0.91 Validation Loss: 0.32439324 Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.37624645 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32430798 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.4841632 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32476568 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33333427 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32425362 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.3192546 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32398778 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.40804198 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3233449 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3408371 ---Validation accuracy:--- 0.91 Validation Loss: 0.32334813 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.33568367 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32338008 Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.4647751 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3232875 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.37681016 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32284924 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32846093 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3237967 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33817902 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32340756 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.21525098 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32386544 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2461192 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32345966 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.3101205 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32407862 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33451965 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32416493 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29634327 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3233399 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.39025956 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32313463 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.25964797 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32273692 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3916201 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3223815 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4063977 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3221729 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30901292 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32252118 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.37972596 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3232894 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.44462603 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32377133 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28964046 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32289883 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.30113026 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32234618 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2881402 ---Validation accuracy:--- 0.911 Validation Loss: 0.32182676 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3094154 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32181352 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29816204 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32183173 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.25754434 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32226914 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3543487 ---Validation accuracy:--- 0.912 Validation Loss: 0.32237804 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.39080253 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3227026 Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.5007189 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3231591 Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.3695711 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32261485 Epoch: 14 ---Training accuracy:--- 0.85 Training Loss: 0.41422135 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3222583 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.39007446 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32230622 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.2603591 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3221592 Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.37894034 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3221121 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2451886 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32211113 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.39621705 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32254797 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.37029237 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32234195 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.22530907 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3222696 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.25811464 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3225105 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.44159383 ---Validation accuracy:--- 0.91 Validation Loss: 0.32283938 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.37180012 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32203925 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.2920488 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3225222 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.267381 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3228851 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.37640023 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32206756 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.358279 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3219036 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30408233 ---Validation accuracy:--- 0.911 Validation Loss: 0.3218702 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.26761517 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32171503 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.35747474 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3221972 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28983277 ---Validation accuracy:--- 0.911 Validation Loss: 0.32247832 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30877507 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32209912 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.2721932 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32211885 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.30055377 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3221392 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.29800063 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32275546 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.45771858 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32273072 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31898862 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3222102 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.34320992 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3223685 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3695134 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32220346 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.2885375 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32170844 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.285251 ---Validation accuracy:--- 0.911 Validation Loss: 0.32184204 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29027712 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3221533 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2730645 ---Validation accuracy:--- 0.911 Validation Loss: 0.32228824 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.35856733 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3227475 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.38278562 ---Validation accuracy:--- 0.911 Validation Loss: 0.32268712 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.35150734 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32274932 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.29074305 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3228261 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.4360929 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32285786 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.45211902 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3223459 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.32342613 ---Validation accuracy:--- 0.911 Validation Loss: 0.3223155 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.38896734 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32207587 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27558377 ---Validation accuracy:--- 0.91 Validation Loss: 0.32182467 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3740048 ---Validation accuracy:--- 0.911 Validation Loss: 0.32219237 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.347875 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32216197 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31680888 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32180405 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.42767075 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32211348 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.28888896 ---Validation accuracy:--- 0.91 Validation Loss: 0.32225677 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.20865834 ---Validation accuracy:--- 0.9102 Validation Loss: 0.322296 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.2861863 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32193446 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32548198 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32166222 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.42881542 ---Validation accuracy:--- 0.91 Validation Loss: 0.32170746 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2974608 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32157242 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3000335 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3207155 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3510553 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32080024 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2958736 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32115078 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.42693162 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32053214 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.32671624 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3207837 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35139725 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32096073 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.31911692 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32134074 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32623276 ---Validation accuracy:--- 0.912 Validation Loss: 0.32178593 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.2660005 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32165918 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.24017394 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32159457 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.32475767 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32135603 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.22694628 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32161728 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4434008 ---Validation accuracy:--- 0.912 Validation Loss: 0.32217866 Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.20234537 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3217458 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3355345 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32151377 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.31557265 ---Validation accuracy:--- 0.911 Validation Loss: 0.32165468 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32666358 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3216495 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30153596 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32142958 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33577728 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32113212 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.35268787 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3212862 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.26235992 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32156286 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.27647808 ---Validation accuracy:--- 0.912 Validation Loss: 0.3219229 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.24067518 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3225019 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.3013417 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32177496 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.4056138 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32172686 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.26953763 ---Validation accuracy:--- 0.9106 Validation Loss: 0.321352 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.26258525 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3212743 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.45629942 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3212871 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.29721096 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32111645 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.2954454 ---Validation accuracy:--- 0.911 Validation Loss: 0.3213174 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33545104 ---Validation accuracy:--- 0.912 Validation Loss: 0.3208015 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34503528 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32134098 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.32500458 ---Validation accuracy:--- 0.912 Validation Loss: 0.32158145 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.34775865 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32105795 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3277053 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3211106 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.40156266 ---Validation accuracy:--- 0.911 Validation Loss: 0.32159305 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.29615688 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32194296 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3117119 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3208261 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35918397 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32029337 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.4084112 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32035977 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3482428 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058096 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.34333587 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32152325 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.29283917 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32107884 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.2640999 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32153124 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.32812545 ---Validation accuracy:--- 0.91 Validation Loss: 0.32178208 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3508443 ---Validation accuracy:--- 0.911 Validation Loss: 0.32155448 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.401188 ---Validation accuracy:--- 0.911 Validation Loss: 0.3212411 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32681733 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32150146 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.43952346 ---Validation accuracy:--- 0.91 Validation Loss: 0.32136253 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.2945403 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32110745 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.27538964 ---Validation accuracy:--- 0.91 Validation Loss: 0.321083 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33098388 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3208639 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31184098 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32035875 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.5046811 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3207314 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.35470974 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32042417 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3378434 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3207749 Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.3760977 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32061958 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2517838 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32085347 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34888768 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058793 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.26272643 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32092974 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33373222 ---Validation accuracy:--- 0.911 Validation Loss: 0.32094464 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.336989 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32102838 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.25521985 ---Validation accuracy:--- 0.911 Validation Loss: 0.3206698 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.41698158 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32021487 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.40139633 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31978032 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2851073 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31979468 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.36926877 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31982362 Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.28894243 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31944755 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.37821442 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3197419 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33218354 ---Validation accuracy:--- 0.9106 Validation Loss: 0.320387 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4091466 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3216166 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.25457582 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3216739 Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.427874 ---Validation accuracy:--- 0.91 Validation Loss: 0.3214069 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.38553905 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31987748 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.29288697 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31971171 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3443464 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31941375 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31759003 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31949317 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.31722692 ---Validation accuracy:--- 0.911 Validation Loss: 0.31947348 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.3711626 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3195657 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.35978276 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31986165 Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.41037422 ---Validation accuracy:--- 0.911 Validation Loss: 0.32007784 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.36853173 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32053214 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3102937 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058927 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3823224 ---Validation accuracy:--- 0.91 Validation Loss: 0.3211414 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.21932663 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32068238 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.36151353 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3195709 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.42697173 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3201545 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.36201966 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31948185 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.24847607 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3189664 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3348552 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31906947 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.4005094 ---Validation accuracy:--- 0.912 Validation Loss: 0.3188541 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33533576 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3189557 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.28335297 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3186499 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.38570786 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3191774 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28740942 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31931695 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.34400174 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31868798 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3617431 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31889835 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.33914414 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31836444 Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29676452 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3184489 Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.4112955 ---Validation accuracy:--- 0.913 Validation Loss: 0.31842738 Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.20691717 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3184125 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27246863 ---Validation accuracy:--- 0.913 Validation Loss: 0.31854203 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28640756 ---Validation accuracy:--- 0.914 Validation Loss: 0.31819874 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.40577972 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3183567 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.42619652 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31836373 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.30324513 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31809762 Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31301647 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31808704 Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.1848412 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31782827 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.19421768 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31769657 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.30376998 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3181323 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33902463 ---Validation accuracy:--- 0.912 Validation Loss: 0.3186756 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3814009 ---Validation accuracy:--- 0.912 Validation Loss: 0.31844372 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32480007 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3181658 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.42457733 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31835622 Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.42459786 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31927544 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.24726915 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3192573 Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.22134037 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3189257 Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33068234 ---Validation accuracy:--- 0.912 Validation Loss: 0.318476 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28889468 ---Validation accuracy:--- 0.912 Validation Loss: 0.31856933 Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.45331746 ---Validation accuracy:--- 0.913 Validation Loss: 0.31840828 Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3362478 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31841856 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2980623 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3190125 Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.4907191 ---Validation accuracy:--- 0.911 Validation Loss: 0.31912318 Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.43029785 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3182837 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3677726 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31803927 Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.4728574 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3184286 Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35588703 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3181278 Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27349782 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31825885 Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.21033566 ---Validation accuracy:--- 0.912 Validation Loss: 0.31848934 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.29363146 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31902215 Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.26575106 ---Validation accuracy:--- 0.9112 Validation Loss: 0.318819 Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.31993875 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3185679 Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.3271058 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3183216 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.44543144 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3188633 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.23188566 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31833422 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.25455058 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3190029 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3563046 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31825835 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34736302 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31846505 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31251326 ---Validation accuracy:--- 0.911 Validation Loss: 0.31792504 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.4036956 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3176511 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.37160447 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31784353 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33841416 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3182365 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33582622 ---Validation accuracy:--- 0.912 Validation Loss: 0.31818125 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31180257 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31798849 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39574584 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31788722 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.38212246 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31817445 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.295413 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3185477 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.28092918 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31851503 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.32626647 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31918395 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.40089095 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3185019 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31944755 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31805575 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38722846 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31782755 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.30170923 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3177938 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2971621 ---Validation accuracy:--- 0.912 Validation Loss: 0.31757295 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.30905333 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3176913 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.24372461 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3178581 Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.41358992 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31771064 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.39745423 ---Validation accuracy:--- 0.912 Validation Loss: 0.31776288 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.30700925 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31822821 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.23108166 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31886312 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.27893066 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31834483 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.256947 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31803364 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3892608 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31818974 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34098214 ---Validation accuracy:--- 0.911 Validation Loss: 0.31829903 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.34993035 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31777608 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.43381065 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31764874 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28218856 ---Validation accuracy:--- 0.913 Validation Loss: 0.31778175 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.31756547 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3185792 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26392075 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31843278 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.29587346 ---Validation accuracy:--- 0.914 Validation Loss: 0.3174043 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24944706 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31729883 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3455454 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31776875 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.408947 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31932124 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.292388 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31866124 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.2955591 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31798726 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32788172 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31842476 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40052655 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31874985 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.26785603 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31811115 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.37414786 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31833178 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28745613 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3191726 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.27218348 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31868672 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.36004364 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31832895 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25329837 ---Validation accuracy:--- 0.912 Validation Loss: 0.3178084 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.28845513 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31706533 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.29768923 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31718525 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4009131 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31801295 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.2630762 ---Validation accuracy:--- 0.912 Validation Loss: 0.31754276 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.30257964 ---Validation accuracy:--- 0.913 Validation Loss: 0.31734774 Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.44933143 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31732216 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3194188 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3174439 Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.22740215 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31730187 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.25624156 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3173045 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.34082752 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3171945 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31013674 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31685293 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2990447 ---Validation accuracy:--- 0.913 Validation Loss: 0.3165284 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32282975 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31697237 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.36463693 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31737378 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.4030654 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3177313 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.39273593 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3173194 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.34836334 ---Validation accuracy:--- 0.912 Validation Loss: 0.3176039 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3025387 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31747517 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.38064373 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31775197 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32713798 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31797886 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.26821744 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31868654 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33237708 ---Validation accuracy:--- 0.913 Validation Loss: 0.3177547 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33537117 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31779468 Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.22199488 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3180048 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.47531575 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31711498 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.26885474 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31808513 Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.52939516 ---Validation accuracy:--- 0.9124 Validation Loss: 0.318702 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.35372484 ---Validation accuracy:--- 0.912 Validation Loss: 0.31813338 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.3797264 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3177357 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31949148 ---Validation accuracy:--- 0.913 Validation Loss: 0.31681323 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.43700638 ---Validation accuracy:--- 0.911 Validation Loss: 0.31881538 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.29466444 ---Validation accuracy:--- 0.912 Validation Loss: 0.3178867 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.3972461 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3187721 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.43637908 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31869695 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28202853 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31826133 Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.42633435 ---Validation accuracy:--- 0.912 Validation Loss: 0.3171301 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.33234027 ---Validation accuracy:--- 0.91 Validation Loss: 0.3182369 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.3330995 ---Validation accuracy:--- 0.91 Validation Loss: 0.3189 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.43464738 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31733587 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3718477 ---Validation accuracy:--- 0.911 Validation Loss: 0.3174708 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.2205637 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31701967 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3633167 ---Validation accuracy:--- 0.9124 Validation Loss: 0.318077 Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.4084845 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3192483 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.32491013 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31797147 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3327433 ---Validation accuracy:--- 0.912 Validation Loss: 0.3171816 Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.46088424 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31730452 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31806883 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3169505 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3148332 ---Validation accuracy:--- 0.912 Validation Loss: 0.31661206 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33249474 ---Validation accuracy:--- 0.913 Validation Loss: 0.3160684 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.29886067 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31600523 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.46358025 ---Validation accuracy:--- 0.914 Validation Loss: 0.31607637 Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.40549514 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31573993 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32733178 ---Validation accuracy:--- 0.913 Validation Loss: 0.3159468 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.35095844 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31625938 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.30039605 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31664306 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.39204887 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31629413 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.29856044 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31631988 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.42144805 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31671783 Epoch: 15 ---Training accuracy:--- 0.955 Training Loss: 0.23086639 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31659615 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33093983 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3158706 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2527916 ---Validation accuracy:--- 0.913 Validation Loss: 0.31632656 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32717267 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31609365 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.34149575 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31596735 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26749334 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31604353 Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.27286124 ---Validation accuracy:--- 0.912 Validation Loss: 0.31610256 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.29253995 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3166068 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3648618 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3162503 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.28573447 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31702814 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.31742716 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31629908 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3101704 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31580406 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.39135548 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31553227 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.4477009 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31584725 Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.36632264 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31649023 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.34393704 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3169458 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.420804 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31667152 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.37342775 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3161498 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.20852067 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31631637 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24893638 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3160997 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25806525 ---Validation accuracy:--- 0.913 Validation Loss: 0.31580463 Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.2029934 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31556332 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.46192893 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3150463 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33049896 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3157601 Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.46126282 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31557998 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38367748 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31542432 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34811842 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3152734 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.30510658 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31550252 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.43052125 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31514996 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.31551102 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31504518 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.28211746 ---Validation accuracy:--- 0.9136 Validation Loss: 0.315296 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.52038085 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31541234 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.36913466 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3151632 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.40542483 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31542665 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.3224034 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31559178 Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.45136225 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31587273 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2800676 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31601182 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.28729013 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31613585 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.37539765 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3160938 Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.22808301 ---Validation accuracy:--- 0.913 Validation Loss: 0.31564453 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2572455 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3159908 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30148968 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31557912 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.24401088 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31571 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.27167282 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3159661 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.29129988 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31573316 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.37199828 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31537277 Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.25657782 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31507522 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.21834522 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31547487 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.35443553 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31592226 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32263747 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31551936 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31682518 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3154543 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.39894417 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31567025 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.32426402 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31646845 Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.3829509 ---Validation accuracy:--- 0.913 Validation Loss: 0.31694737 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.4278804 ---Validation accuracy:--- 0.913 Validation Loss: 0.31654385 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.22532272 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31685364 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26081437 ---Validation accuracy:--- 0.9134 Validation Loss: 0.316071 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33691528 ---Validation accuracy:--- 0.912 Validation Loss: 0.31704366 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2581789 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31721222 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.35266075 ---Validation accuracy:--- 0.911 Validation Loss: 0.31782344 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.35638016 ---Validation accuracy:--- 0.91 Validation Loss: 0.31801543 Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.28090885 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3173416 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40686795 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3174543 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3551065 ---Validation accuracy:--- 0.911 Validation Loss: 0.31695762 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3383071 ---Validation accuracy:--- 0.912 Validation Loss: 0.3166452 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.3150942 ---Validation accuracy:--- 0.913 Validation Loss: 0.31588864 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32505333 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31592655 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.25562873 ---Validation accuracy:--- 0.912 Validation Loss: 0.31570488 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.292419 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31527686 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31773147 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3150114 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38296643 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31530902 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.29738897 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3151157 Epoch: 15 ---Training accuracy:--- 0.83 Training Loss: 0.47614878 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31569198 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.37712964 ---Validation accuracy:--- 0.9132 Validation Loss: 0.315663 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31799072 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31561974 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.36025864 ---Validation accuracy:--- 0.913 Validation Loss: 0.31632167 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.31231588 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31628653 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3258281 ---Validation accuracy:--- 0.911 Validation Loss: 0.31742698 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32431436 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31654012 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.3077989 ---Validation accuracy:--- 0.9136 Validation Loss: 0.316343 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3100938 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31579137 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.37012714 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31602174 Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.38367072 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31589222 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.32734108 ---Validation accuracy:--- 0.9148 Validation Loss: 0.315966 Epoch: 15 ---Training accuracy:--- 0.965 Training Loss: 0.18437126 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31611487 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24024162 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3152188 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.33904493 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31481534 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.287306 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31410646 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26084605 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31430426 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.39553475 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31487733 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32728827 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31457415 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3578583 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31467035 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.31951535 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31389728 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30522823 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3146636 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.25513154 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31453332 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3353658 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31418827 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33864677 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31436846 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.26151252 ---Validation accuracy:--- 0.914 Validation Loss: 0.31438217 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39411667 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31418636 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.29881653 ---Validation accuracy:--- 0.9144 Validation Loss: 0.314484 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3180765 ---Validation accuracy:--- 0.914 Validation Loss: 0.31488854 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.38511655 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3144328 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.34667856 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3145798 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4434778 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31438658 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.29707476 ---Validation accuracy:--- 0.914 Validation Loss: 0.3146734 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.27227706 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31479087 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.361089 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31410694 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.2846602 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31408662 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.33637452 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31401554 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32200873 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3140329 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39875466 ---Validation accuracy:--- 0.913 Validation Loss: 0.31436655 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.32643333 ---Validation accuracy:--- 0.914 Validation Loss: 0.31391764 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31187198 ---Validation accuracy:--- 0.913 Validation Loss: 0.3145391 Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.24417461 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31429908 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.4200859 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3135672 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.264187 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31388906 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.42128086 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31383643 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.39103734 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31476322 Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.39784607 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31371748 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.43421635 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31342843 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.40014303 ---Validation accuracy:--- 0.915 Validation Loss: 0.31353563 Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.21651989 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3134721 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31415132 ---Validation accuracy:--- 0.914 Validation Loss: 0.3134319 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.3214303 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31383437 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39224568 ---Validation accuracy:--- 0.915 Validation Loss: 0.31330892 Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.3707675 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3129742 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.2598365 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3140492 Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.22908394 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31441647 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.42344594 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31413236 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.29295158 ---Validation accuracy:--- 0.913 Validation Loss: 0.31374335 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.24470821 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3135736 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.34755382 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31311244 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2880557 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3132306 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34042084 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31314465 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.257337 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31320265 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.33644474 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31346098 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.28598234 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31338164 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40402156 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3130452 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.3189443 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31302616 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3078613 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31298366 Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4156292 ---Validation accuracy:--- 0.915 Validation Loss: 0.3131406 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.27087334 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31279796 Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25959912 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31253228 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.2858001 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31260806 Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.40585923 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31287244 Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28738463 ---Validation accuracy:--- 0.915 Validation Loss: 0.31254342 Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32149217 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31304434 Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.28408435 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31308448 Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.36961013 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31295702 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.36197472 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31288716 Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.32244188 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3125708 Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.5470898 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3131144 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33161098 ---Validation accuracy:--- 0.914 Validation Loss: 0.3129372 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.27785856 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31252354 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.26941764 ---Validation accuracy:--- 0.915 Validation Loss: 0.31245288 Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.28519756 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3127095 Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.31113067 ---Validation accuracy:--- 0.915 Validation Loss: 0.31286195 Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.28968847 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31277543 Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.56624603 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3135854 Epoch: 15 ---Training accuracy:--- 0.955 Training Loss: 0.18478584 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31315148 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.39691663 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31321424 Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3478285 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31275845 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31311244 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31240356 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33433837 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31253728 Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30283841 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31277403 Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.21447673 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31259888 Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33981654 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31261006 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.32569095 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31277603 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.36829183 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31306452 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.24138898 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3128171 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2319926 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31302947 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2160643 ---Validation accuracy:--- 0.914 Validation Loss: 0.31300315 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.31751612 ---Validation accuracy:--- 0.914 Validation Loss: 0.3128191 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3056649 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3131597 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.4087884 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31290394 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3646232 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3127394 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.35963073 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31298605 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.27560657 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31310973 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.2549291 ---Validation accuracy:--- 0.914 Validation Loss: 0.31272084 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.30564877 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3131004 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.25819287 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31416118 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.36456308 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31396288 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.35033306 ---Validation accuracy:--- 0.912 Validation Loss: 0.31416363 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.36477646 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3161253 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.27014834 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31429005 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32700768 ---Validation accuracy:--- 0.912 Validation Loss: 0.31392363 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32354462 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31451502 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.33740693 ---Validation accuracy:--- 0.913 Validation Loss: 0.31394863 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.33390754 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31372455 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34603325 ---Validation accuracy:--- 0.914 Validation Loss: 0.31351572 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2936514 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3129616 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3812448 ---Validation accuracy:--- 0.914 Validation Loss: 0.31291968 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2633897 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3122482 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.27895534 ---Validation accuracy:--- 0.916 Validation Loss: 0.3117304 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3009227 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31166288 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.31206474 ---Validation accuracy:--- 0.915 Validation Loss: 0.31175548 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.2913218 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3116023 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2666827 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31146654 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3662532 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31153986 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.191704 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31170502 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.20531498 ---Validation accuracy:--- 0.915 Validation Loss: 0.3118368 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32800075 ---Validation accuracy:--- 0.915 Validation Loss: 0.31171325 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.35512406 ---Validation accuracy:--- 0.915 Validation Loss: 0.31182408 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.26156774 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31218243 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.39150268 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31266925 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30082262 ---Validation accuracy:--- 0.913 Validation Loss: 0.3133441 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22620206 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31292474 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30304244 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3131006 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.38400772 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31248847 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.26382476 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31268802 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3786421 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31286597 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32297784 ---Validation accuracy:--- 0.914 Validation Loss: 0.31238267 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2410741 ---Validation accuracy:--- 0.914 Validation Loss: 0.31297398 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40323308 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3123037 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3439176 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31165642 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27627698 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3114432 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.42851794 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31121024 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.27700168 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3112572 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.22901557 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31148535 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.3458649 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31187525 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.42454803 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31218243 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.23720287 ---Validation accuracy:--- 0.9136 Validation Loss: 0.312072 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.30849233 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31140405 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.284229 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31106263 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.35148332 ---Validation accuracy:--- 0.914 Validation Loss: 0.3115239 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.26466903 ---Validation accuracy:--- 0.916 Validation Loss: 0.31172013 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3991799 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3123685 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27368516 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31243455 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.22184463 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31289038 Epoch: 16 ---Training accuracy:--- 0.86 Training Loss: 0.38828835 ---Validation accuracy:--- 0.916 Validation Loss: 0.31298727 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3112072 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31214407 Epoch: 16 ---Training accuracy:--- 0.95 Training Loss: 0.21243736 ---Validation accuracy:--- 0.916 Validation Loss: 0.31200922 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.37905952 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3116718 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2764868 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31154037 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.30955315 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31160086 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.3036958 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31134635 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.32238743 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31096876 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27429333 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31130356 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2798749 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31156084 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.37030074 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3114963 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.38012597 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3109237 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3449226 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31089815 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.24521434 ---Validation accuracy:--- 0.917 Validation Loss: 0.31052735 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.28866512 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31044447 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.37819955 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31035787 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.2395453 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3105276 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.25151685 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31071085 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.39176956 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3108185 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32778668 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31065482 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.35746494 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3106395 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.41632393 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31074834 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.25407532 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31058556 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2931194 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3109522 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22550972 ---Validation accuracy:--- 0.9162 Validation Loss: 0.310674 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32123712 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31046867 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.29870957 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3112065 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.35431123 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31138617 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.26771057 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31050643 Epoch: 16 ---Training accuracy:--- 0.84 Training Loss: 0.46327895 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31075987 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.30988404 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31105736 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.26916325 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31095755 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3552429 ---Validation accuracy:--- 0.914 Validation Loss: 0.31086048 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.30574307 ---Validation accuracy:--- 0.914 Validation Loss: 0.31145877 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31582576 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31177726 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.32299232 ---Validation accuracy:--- 0.914 Validation Loss: 0.31168506 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3179107 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3117877 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.32757422 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3116328 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.29981214 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31126308 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.45313498 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31098637 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.40207034 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31116894 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2574272 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31090066 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3600093 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31153193 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2826168 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31150004 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.32981464 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3110308 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.23288333 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31125367 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.299752 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31156978 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.27468544 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31130555 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.33947715 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31074893 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.38345557 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31092882 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.32537103 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31072685 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.30197167 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31072885 Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.41397217 ---Validation accuracy:--- 0.915 Validation Loss: 0.3111045 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.31160706 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3114155 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.31212533 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3104441 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3775665 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30981466 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.28192475 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31004044 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3445902 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31021315 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3099747 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31039667 Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.5251125 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30995885 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2626841 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30979118 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.23557675 ---Validation accuracy:--- 0.915 Validation Loss: 0.3101581 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2724127 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31014535 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.23721416 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31041214 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3345198 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31029692 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.33138356 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3099082 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.20855986 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30979547 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30176738 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3098438 Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.39735907 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30988014 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.31022146 ---Validation accuracy:--- 0.915 Validation Loss: 0.31007516 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.4899244 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30993435 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.3146084 ---Validation accuracy:--- 0.915 Validation Loss: 0.30978277 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.35243407 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30991757 Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.45001256 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30973232 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.29954845 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3098565 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.36635903 ---Validation accuracy:--- 0.9148 Validation Loss: 0.310016 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3432871 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30963162 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.26717228 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30961704 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.29892364 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3095456 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.31566188 ---Validation accuracy:--- 0.915 Validation Loss: 0.31008658 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.37139452 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31032836 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22132567 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31009027 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.31213 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31095654 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3697725 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31172767 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3713423 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3115418 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.33533895 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3117437 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30542615 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31177998 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2825929 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3115667 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.28778005 ---Validation accuracy:--- 0.914 Validation Loss: 0.31110018 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.2864555 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31232023 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.25420266 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31134507 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.21810919 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31076804 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22401837 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3104423 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.21568245 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31056252 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.38427043 ---Validation accuracy:--- 0.914 Validation Loss: 0.31061736 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29248622 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3111165 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.46779472 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31075165 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.27789298 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31078947 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31154242 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31062293 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3199463 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31042525 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.32634765 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31067386 Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.5086953 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31026343 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.45973098 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31089088 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.38951638 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3107172 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2965991 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31102222 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29839164 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3112822 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.2224352 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3112436 Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.38302696 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31130064 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.2762389 ---Validation accuracy:--- 0.914 Validation Loss: 0.31114626 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.34758353 ---Validation accuracy:--- 0.914 Validation Loss: 0.310967 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.19931522 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31111974 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.39556548 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31090522 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30447856 ---Validation accuracy:--- 0.914 Validation Loss: 0.31014183 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.28879508 ---Validation accuracy:--- 0.913 Validation Loss: 0.3102231 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.30890834 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3101594 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.34817398 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31039017 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3015545 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31052062 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.28889936 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30968556 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40709183 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30906498 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.33471352 ---Validation accuracy:--- 0.916 Validation Loss: 0.3087956 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.29513055 ---Validation accuracy:--- 0.915 Validation Loss: 0.30960864 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3558004 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30920553 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3291065 ---Validation accuracy:--- 0.917 Validation Loss: 0.30967346 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.24325943 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3097083 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3789084 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30995148 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3877079 ---Validation accuracy:--- 0.915 Validation Loss: 0.3102078 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28634217 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31012458 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2675333 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30982876 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.39955142 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30968004 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.29409805 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30970463 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.33647737 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31003773 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3175393 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31038862 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.23504323 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3101327 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.33609712 ---Validation accuracy:--- 0.916 Validation Loss: 0.3095503 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.26634657 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30946234 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.38537925 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30930573 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2621393 ---Validation accuracy:--- 0.916 Validation Loss: 0.30941445 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.36474612 ---Validation accuracy:--- 0.915 Validation Loss: 0.30925167 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29033926 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30929613 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30005798 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30877814 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.36684293 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30879292 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.32610223 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30893958 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.3755947 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30870828 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.29008198 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30885714 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.31143582 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3084951 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28381497 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30843636 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3173997 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30819696 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.41176862 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3079648 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3450723 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30828252 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32798102 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30835778 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.36377388 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30836022 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2850796 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30822402 Epoch: 16 ---Training accuracy:--- 0.96 Training Loss: 0.17894116 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30836743 Epoch: 16 ---Training accuracy:--- 0.955 Training Loss: 0.23674484 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30834588 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.26491222 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30851796 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3214283 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30848646 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3170108 ---Validation accuracy:--- 0.9162 Validation Loss: 0.308709 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3502575 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30863193 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3786323 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3090291 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.44339484 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30873105 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.332249 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30808797 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.28557345 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3079661 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3517749 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30833444 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.27058122 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30863726 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.35439187 ---Validation accuracy:--- 0.915 Validation Loss: 0.3089575 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.44075385 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30845353 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28836784 ---Validation accuracy:--- 0.914 Validation Loss: 0.30875704 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34477127 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30863175 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32886386 ---Validation accuracy:--- 0.916 Validation Loss: 0.30838048 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.21552281 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3087201 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.31128612 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3086476 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.21898106 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3088223 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.25956824 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30838516 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.28279004 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30827153 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.28606457 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30815852 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3659043 ---Validation accuracy:--- 0.917 Validation Loss: 0.30797243 Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.23341422 ---Validation accuracy:--- 0.917 Validation Loss: 0.30798537 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.2764289 ---Validation accuracy:--- 0.918 Validation Loss: 0.3076132 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.34240228 ---Validation accuracy:--- 0.917 Validation Loss: 0.30765343 Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2812361 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3075833 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.4107125 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30830154 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.27971306 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3075597 Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31716228 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30746233 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.2581897 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30754045 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.30778486 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30744576 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40161362 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30727348 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3209546 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3078432 Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.22801739 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30761358 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.36454514 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30734476 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.28452578 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30727968 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2760953 ---Validation accuracy:--- 0.916 Validation Loss: 0.30735144 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.32584065 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30765167 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3841934 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30835664 Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.42003655 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3079236 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3261162 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30922255 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.39878705 ---Validation accuracy:--- 0.915 Validation Loss: 0.30978778 Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.40293774 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30905238 Epoch: 16 ---Training accuracy:--- 0.95 Training Loss: 0.26998103 ---Validation accuracy:--- 0.9164 Validation Loss: 0.308187 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28488612 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30807963 Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3220545 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30882135 Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.27246767 ---Validation accuracy:--- 0.916 Validation Loss: 0.3088134 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.356554 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3088222 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.25293216 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3081171 Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.28954288 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30823052 Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.34123316 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30843097 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.34959298 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30772802 Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.28296882 ---Validation accuracy:--- 0.917 Validation Loss: 0.30744883 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.33737242 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30722213 Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3484191 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30716133 Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34584945 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30728048 Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.3755237 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3079084 Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.31581447 ---Validation accuracy:--- 0.915 Validation Loss: 0.30873695 Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.34202424 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30813384 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.2771973 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30869466 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.28983727 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30770454 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.25578707 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30824766 Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.34903026 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30762237 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3077799 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3078889 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29749188 ---Validation accuracy:--- 0.916 Validation Loss: 0.30741492 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.24724752 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30746186 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.36318043 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30747202 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.33553115 ---Validation accuracy:--- 0.915 Validation Loss: 0.30752435 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.29843703 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30726546 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.305035 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30717692 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2533344 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3072566 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.32564628 ---Validation accuracy:--- 0.917 Validation Loss: 0.30763143 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3201674 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30801266 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.29002362 ---Validation accuracy:--- 0.917 Validation Loss: 0.3075419 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.33890128 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3072154 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.31823814 ---Validation accuracy:--- 0.916 Validation Loss: 0.30733854 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.29828575 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3071692 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3504471 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30673847 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3791786 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30677187 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2971826 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3070538 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31026965 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30694267 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.27503487 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30692127 Epoch: 17 ---Training accuracy:--- 0.86 Training Loss: 0.47214893 ---Validation accuracy:--- 0.916 Validation Loss: 0.3067379 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.32229918 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30706957 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3559794 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3070356 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.36226 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30700174 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29992193 ---Validation accuracy:--- 0.918 Validation Loss: 0.30680948 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28625157 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30721235 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.30348164 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30716866 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.28504702 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30746505 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.38969383 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30659965 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.26405072 ---Validation accuracy:--- 0.917 Validation Loss: 0.30712748 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.2726327 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30684575 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34059814 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3067035 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.36858597 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30698472 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3257072 ---Validation accuracy:--- 0.918 Validation Loss: 0.30646607 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.31814802 ---Validation accuracy:--- 0.918 Validation Loss: 0.3061912 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3571769 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30608073 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.38286737 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30660594 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.26700395 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30608928 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2909497 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3063685 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28018177 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30665433 Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.17583764 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30682623 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28834143 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30752343 Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.33302107 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3072364 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.30965433 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30823612 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3112336 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30715927 Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.23726629 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3069387 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24952957 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3074851 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2612494 ---Validation accuracy:--- 0.914 Validation Loss: 0.30831024 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31386912 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30951974 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32310584 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30754194 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34168342 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30711213 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3395232 ---Validation accuracy:--- 0.914 Validation Loss: 0.30874133 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.26327148 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30823475 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.39910287 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3082569 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27847373 ---Validation accuracy:--- 0.914 Validation Loss: 0.3089256 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.4386646 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30708867 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.41019672 ---Validation accuracy:--- 0.917 Validation Loss: 0.30606914 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.3728324 ---Validation accuracy:--- 0.917 Validation Loss: 0.30573526 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.40257752 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30562803 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.33912864 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30574888 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.26114684 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30561727 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32775155 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30598775 Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22213222 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30570227 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.47780868 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30557796 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.20165677 ---Validation accuracy:--- 0.917 Validation Loss: 0.30563956 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.4192324 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30628994 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28998098 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30611363 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.301474 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30607256 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26549184 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3059701 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3226466 ---Validation accuracy:--- 0.918 Validation Loss: 0.30556273 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3426596 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30564284 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.3151007 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3057118 Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.36259285 ---Validation accuracy:--- 0.918 Validation Loss: 0.3050917 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26812032 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3051458 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.338021 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3052828 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.35326946 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30517924 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3536286 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30516493 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28205425 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3049825 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3091068 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30516976 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3247918 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30510324 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.29389265 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30509073 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.34695214 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30526066 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.36113158 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30552253 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.24720326 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30602524 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.34628382 ---Validation accuracy:--- 0.915 Validation Loss: 0.3065132 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3456317 ---Validation accuracy:--- 0.917 Validation Loss: 0.3055713 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.25038812 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30596402 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3469426 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30607936 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.33613762 ---Validation accuracy:--- 0.917 Validation Loss: 0.3056589 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.32471687 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30616763 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.30625194 ---Validation accuracy:--- 0.917 Validation Loss: 0.30530965 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3090719 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30562896 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28848612 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3050673 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2990142 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30517882 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.48909 ---Validation accuracy:--- 0.917 Validation Loss: 0.3057697 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.33673644 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30504107 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28721955 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30531594 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24852009 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30498508 Epoch: 17 ---Training accuracy:--- 0.85 Training Loss: 0.49039784 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30491835 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.29543078 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30492812 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3353286 ---Validation accuracy:--- 0.918 Validation Loss: 0.30474684 Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22050045 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30487213 Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.17858253 ---Validation accuracy:--- 0.917 Validation Loss: 0.30497313 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3077447 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30516157 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3195904 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30504617 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.29353195 ---Validation accuracy:--- 0.917 Validation Loss: 0.30505797 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.38451958 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30488214 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.32501167 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3048758 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2546689 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30488342 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.21943073 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30507573 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.31901175 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30525312 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.33945653 ---Validation accuracy:--- 0.917 Validation Loss: 0.30518466 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31628165 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30521914 Epoch: 17 ---Training accuracy:--- 0.87 Training Loss: 0.37545672 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3057163 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.32069188 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30590805 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31311378 ---Validation accuracy:--- 0.916 Validation Loss: 0.30623847 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.4147461 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3055759 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3184345 ---Validation accuracy:--- 0.917 Validation Loss: 0.30513224 Epoch: 17 ---Training accuracy:--- 0.965 Training Loss: 0.18162233 ---Validation accuracy:--- 0.918 Validation Loss: 0.3050286 Epoch: 17 ---Training accuracy:--- 0.96 Training Loss: 0.1799802 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3051479 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.19714855 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30547747 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3641674 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30607697 Epoch: 17 ---Training accuracy:--- 0.85 Training Loss: 0.454482 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30541945 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3001025 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30577132 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.35621387 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30554333 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31365958 ---Validation accuracy:--- 0.917 Validation Loss: 0.30535188 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.4125329 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30542943 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2882753 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3057832 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28118464 ---Validation accuracy:--- 0.917 Validation Loss: 0.30524215 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.28271642 ---Validation accuracy:--- 0.916 Validation Loss: 0.30566785 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.38947687 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3058389 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.41049072 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30483305 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.25228405 ---Validation accuracy:--- 0.9164 Validation Loss: 0.305102 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.23600408 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3053148 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.22154526 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30481333 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2653901 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30517852 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.31862083 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30555955 Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22502609 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30551532 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.28879267 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30539975 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3285427 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30533877 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3773381 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30482343 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34209216 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30466807 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.34476045 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30491754 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32339776 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30445316 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3490876 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3043558 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.37736106 ---Validation accuracy:--- 0.9188 Validation Loss: 0.304196 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.367218 ---Validation accuracy:--- 0.918 Validation Loss: 0.3041251 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3309761 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3043531 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32985616 ---Validation accuracy:--- 0.918 Validation Loss: 0.30511293 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27553928 ---Validation accuracy:--- 0.917 Validation Loss: 0.30479434 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37852338 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30567285 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3802458 ---Validation accuracy:--- 0.917 Validation Loss: 0.30496064 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31545103 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30500722 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29073876 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30537838 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.29137585 ---Validation accuracy:--- 0.919 Validation Loss: 0.30463356 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.31136557 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30480465 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24188492 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3045419 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27752307 ---Validation accuracy:--- 0.919 Validation Loss: 0.30426964 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26766562 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30427155 Epoch: 17 ---Training accuracy:--- 0.95 Training Loss: 0.24203023 ---Validation accuracy:--- 0.919 Validation Loss: 0.30425462 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.37893692 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3047373 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2645441 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30477035 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3480095 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30476177 Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.43097723 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3043958 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3773027 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3044576 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.28313458 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3050368 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.46066034 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30439243 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.30172646 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30475563 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.24564259 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30443257 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.36958763 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3041664 Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.21726432 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30432758 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.23962042 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30489755 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32148248 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30456564 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.31897965 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30432838 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34182042 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30408648 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.29529625 ---Validation accuracy:--- 0.918 Validation Loss: 0.30395663 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2053957 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30418944 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.35175714 ---Validation accuracy:--- 0.918 Validation Loss: 0.30401614 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3270493 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30380386 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3312937 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30389258 Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.47907898 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30398998 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31354737 ---Validation accuracy:--- 0.916 Validation Loss: 0.30382812 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.29528362 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30416933 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.26861754 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3041069 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.33837944 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30464485 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.31599227 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30487525 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3161124 ---Validation accuracy:--- 0.916 Validation Loss: 0.30442795 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26324105 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30403972 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2762681 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30468628 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.4013451 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30441734 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34483925 ---Validation accuracy:--- 0.915 Validation Loss: 0.30449367 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.31759956 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30396813 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.27296382 ---Validation accuracy:--- 0.917 Validation Loss: 0.30408236 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3290242 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30406377 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.34850144 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30389583 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.28574193 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3043188 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.41042793 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30418062 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.44603455 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3051768 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.43097836 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30514187 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.34516522 ---Validation accuracy:--- 0.915 Validation Loss: 0.30609637 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.4393846 ---Validation accuracy:--- 0.916 Validation Loss: 0.30537498 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34340003 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30475107 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.31973553 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30430648 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.34216344 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3038044 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.25083527 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30448082 Epoch: 17 ---Training accuracy:--- 0.865 Training Loss: 0.44332713 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30405948 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28099963 ---Validation accuracy:--- 0.9182 Validation Loss: 0.304047 Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.33984384 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30415648 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.4435746 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30496138 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.2023139 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30461895 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2783498 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30465847 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2389098 ---Validation accuracy:--- 0.918 Validation Loss: 0.30435926 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.23444515 ---Validation accuracy:--- 0.918 Validation Loss: 0.30426735 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2538146 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30402172 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.35229805 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3045213 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.24928528 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3044651 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2712376 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30365416 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34159896 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30368564 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.207844 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30342975 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.32573357 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3034128 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34754112 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30344516 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.40318015 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30385914 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.22460705 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30362576 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2438006 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30331177 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24037693 ---Validation accuracy:--- 0.917 Validation Loss: 0.3033695 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.24379297 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30318606 Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.23612858 ---Validation accuracy:--- 0.918 Validation Loss: 0.30288985 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.32897103 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30286923 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.2990368 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30310726 Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.25274026 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30313239 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.26512772 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30335283 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24393475 ---Validation accuracy:--- 0.918 Validation Loss: 0.30300736 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3925194 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30309385 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.37322986 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3029416 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.28959435 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30267185 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3275373 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30311513 Epoch: 17 ---Training accuracy:--- 0.96 Training Loss: 0.16301674 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30323398 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28746936 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30296087 Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.35895234 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3033503 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.31758866 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30426592 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.36763203 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30406737 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.4078688 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3034587 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.39339942 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3032257 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.19662686 ---Validation accuracy:--- 0.918 Validation Loss: 0.3031516 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24925578 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30288005 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3103799 ---Validation accuracy:--- 0.918 Validation Loss: 0.30299753 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.30047125 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30300918 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.25260267 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30356395 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.30781183 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30279693 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32208592 ---Validation accuracy:--- 0.9168 Validation Loss: 0.302584 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.29513678 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30244845 Epoch: 17 ---Training accuracy:--- 0.865 Training Loss: 0.4626721 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3027659 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3317727 ---Validation accuracy:--- 0.917 Validation Loss: 0.30324253 Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22605492 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30306125 Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3209374 ---Validation accuracy:--- 0.916 Validation Loss: 0.30347872 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.30138597 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30362764 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28893155 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30330023 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.4380407 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30326054 Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.32420418 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30345938 Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.37792188 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30321327 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.21915025 ---Validation accuracy:--- 0.917 Validation Loss: 0.3035806 Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26133987 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3041589 Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.31238517 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30398875 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37765282 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30335173 Epoch: 17 ---Training accuracy:--- 0.86 Training Loss: 0.39860415 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3031966 Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37147725 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3032037 Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26267996 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3035501 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2657108 ---Validation accuracy:--- 0.918 Validation Loss: 0.30372253 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3097057 ---Validation accuracy:--- 0.917 Validation Loss: 0.30397055 Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2786566 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3044388 Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.35349095 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3045733 Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.31696537 ---Validation accuracy:--- 0.9158 Validation Loss: 0.303789 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3178689 ---Validation accuracy:--- 0.916 Validation Loss: 0.30431676 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.30093056 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3036347 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.25057778 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30283874 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3876892 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30281532 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.323201 ---Validation accuracy:--- 0.918 Validation Loss: 0.30209452 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.28455058 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30247405 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.37625435 ---Validation accuracy:--- 0.917 Validation Loss: 0.30266026 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.19501258 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3024468 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.40801385 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3027997 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2797881 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30282813 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.2800888 ---Validation accuracy:--- 0.918 Validation Loss: 0.3027275 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.36044478 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30266657 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2718165 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30294496 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28708524 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30304903 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.46513355 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3025963 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.29284954 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3029598 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.51732904 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30402443 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.38927773 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30365583 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.32947513 ---Validation accuracy:--- 0.917 Validation Loss: 0.30350497 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.27730262 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30372953 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.3080212 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3033549 Epoch: 18 ---Training accuracy:--- 0.85 Training Loss: 0.5458905 ---Validation accuracy:--- 0.917 Validation Loss: 0.3030146 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.24157004 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30248845 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.38709298 ---Validation accuracy:--- 0.918 Validation Loss: 0.3023875 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3099743 ---Validation accuracy:--- 0.917 Validation Loss: 0.30298954 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.31169415 ---Validation accuracy:--- 0.917 Validation Loss: 0.3030521 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.23822328 ---Validation accuracy:--- 0.918 Validation Loss: 0.30341706 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.23717396 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3026212 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27536458 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30204844 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27904165 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3020964 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.32709867 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30166712 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.30879468 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30185914 Epoch: 18 ---Training accuracy:--- 0.87 Training Loss: 0.32438964 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30196294 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29791412 ---Validation accuracy:--- 0.917 Validation Loss: 0.30238247 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.3818748 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30205834 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23119003 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3016794 Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.4224289 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3015664 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.27953103 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30180854 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2881279 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30192176 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34769973 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30212584 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35167354 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30226642 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33790183 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3018679 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.36413047 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30270416 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3048757 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30327246 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29201692 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30245465 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33770904 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30179513 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.38205868 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30205712 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.30285847 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3021222 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2960524 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30246326 Epoch: 18 ---Training accuracy:--- 0.855 Training Loss: 0.40801984 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30239153 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.2787639 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30216163 Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.18081108 ---Validation accuracy:--- 0.919 Validation Loss: 0.30207595 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28426787 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3017648 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35918492 ---Validation accuracy:--- 0.919 Validation Loss: 0.3017544 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.26341626 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30183446 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2280437 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3020542 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23886578 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30173653 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.33242378 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30317676 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3567014 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30254078 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35144314 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3026605 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.450924 ---Validation accuracy:--- 0.918 Validation Loss: 0.30240342 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34077218 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3020129 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.34592837 ---Validation accuracy:--- 0.92 Validation Loss: 0.30190313 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35612887 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3018698 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.3450681 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3020124 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.33656093 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30215982 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.25076577 ---Validation accuracy:--- 0.92 Validation Loss: 0.3019435 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.25658557 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30169725 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32852864 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30198932 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.24441515 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3020744 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2584347 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30249873 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2754607 ---Validation accuracy:--- 0.919 Validation Loss: 0.30221787 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.33185753 ---Validation accuracy:--- 0.9204 Validation Loss: 0.3012165 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.37395608 ---Validation accuracy:--- 0.92 Validation Loss: 0.30135268 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.30396566 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30156842 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29498908 ---Validation accuracy:--- 0.92 Validation Loss: 0.3014842 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.25000614 ---Validation accuracy:--- 0.919 Validation Loss: 0.30173045 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2964746 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30164668 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.2175537 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30161113 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.23181629 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30171543 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.33178374 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30187675 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.26276457 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30290702 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3040782 ---Validation accuracy:--- 0.919 Validation Loss: 0.30310532 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33657563 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30159318 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33823395 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30156454 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.3235343 ---Validation accuracy:--- 0.92 Validation Loss: 0.30163315 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3602795 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30173144 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.29062566 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30167183 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.31844538 ---Validation accuracy:--- 0.92 Validation Loss: 0.30157 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2845205 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30133373 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.28945374 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30133376 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.4087249 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3010862 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.32541093 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30149403 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.32278264 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30203795 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21308361 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3019398 Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.497043 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30138656 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.38021886 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30139366 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.27265906 ---Validation accuracy:--- 0.919 Validation Loss: 0.30147147 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35856283 ---Validation accuracy:--- 0.918 Validation Loss: 0.30210346 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.34705245 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30218235 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.36990747 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30221403 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29879308 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30218455 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.31139103 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30208212 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32315204 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3027129 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32459843 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30244932 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34321222 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30173272 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.39757332 ---Validation accuracy:--- 0.918 Validation Loss: 0.30165857 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.39675552 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30239603 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.24706604 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3020624 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2279842 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3022195 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26624185 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30184835 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36427048 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3026184 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35927185 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3022567 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.28759584 ---Validation accuracy:--- 0.918 Validation Loss: 0.30203673 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23917393 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30249003 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3153797 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30282336 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.37587264 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30226582 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.42418754 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30248955 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34870335 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30325717 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.20397049 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30264238 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.25993833 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30373868 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.232224 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30272424 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32977164 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3020856 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2696569 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30196664 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.31358892 ---Validation accuracy:--- 0.919 Validation Loss: 0.30175978 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.47104874 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30180082 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.30926466 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3018882 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.2910326 ---Validation accuracy:--- 0.918 Validation Loss: 0.30269054 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33656296 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30260712 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3053186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30145824 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.3156081 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30142206 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.27925625 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30179918 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21303253 ---Validation accuracy:--- 0.919 Validation Loss: 0.3016899 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23612113 ---Validation accuracy:--- 0.919 Validation Loss: 0.30161884 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.32469139 ---Validation accuracy:--- 0.919 Validation Loss: 0.30115247 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.31533775 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3015103 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.40264103 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30180582 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3520317 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30215797 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.4077192 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30291396 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.328361 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30323514 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.22901823 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30379272 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.32651103 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30350554 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2594957 ---Validation accuracy:--- 0.917 Validation Loss: 0.30286333 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.23861931 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30201584 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.27321395 ---Validation accuracy:--- 0.919 Validation Loss: 0.30107123 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28204075 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30090135 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35241258 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30119014 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.28507674 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30120263 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.3635272 ---Validation accuracy:--- 0.919 Validation Loss: 0.30123758 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3224654 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30094326 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.31554973 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30115914 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.24390107 ---Validation accuracy:--- 0.919 Validation Loss: 0.3008912 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2985208 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3006213 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.36106956 ---Validation accuracy:--- 0.919 Validation Loss: 0.30042535 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.22120471 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30033574 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33773762 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2998636 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36138615 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29994428 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.37473947 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29991975 Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.41574302 ---Validation accuracy:--- 0.92 Validation Loss: 0.2999031 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.3967099 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30006978 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2933111 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2997733 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34220514 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3004282 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.30634445 ---Validation accuracy:--- 0.92 Validation Loss: 0.30058604 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2694688 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3001599 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2538134 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30067325 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.32566842 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30074865 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.38469064 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3014069 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.34522906 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30069855 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28715295 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30073082 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27826017 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30044377 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.24004343 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30025923 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.38652408 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30088294 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.23371719 ---Validation accuracy:--- 0.9198 Validation Loss: 0.300759 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34105027 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30094817 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.38310558 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30093443 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3407183 ---Validation accuracy:--- 0.919 Validation Loss: 0.30070534 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2629782 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30111855 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26642773 ---Validation accuracy:--- 0.92 Validation Loss: 0.3002403 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.43203273 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29981664 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.45045212 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30005366 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32669786 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29977316 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3137222 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29946584 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.33524498 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29929087 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34376004 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29949385 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.3054037 ---Validation accuracy:--- 0.92 Validation Loss: 0.29974112 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.31316966 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29999906 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.26457456 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29940358 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33859372 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29949257 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.3021042 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2991494 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.25704393 ---Validation accuracy:--- 0.92 Validation Loss: 0.29900822 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.2616558 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29887435 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.26222676 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29886144 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3815772 ---Validation accuracy:--- 0.92 Validation Loss: 0.298998 Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.25407666 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29885268 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.38271493 ---Validation accuracy:--- 0.919 Validation Loss: 0.2989833 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.40285388 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29895833 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.34677428 ---Validation accuracy:--- 0.92 Validation Loss: 0.299073 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27289346 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29932743 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.32692906 ---Validation accuracy:--- 0.919 Validation Loss: 0.29960132 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.29162717 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29967114 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26875567 ---Validation accuracy:--- 0.92 Validation Loss: 0.2991393 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.40658623 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29918277 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29965267 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29947495 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.21597904 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29955307 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3081021 ---Validation accuracy:--- 0.919 Validation Loss: 0.29970646 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23706722 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29994482 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.21169937 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29939523 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.24734409 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2995343 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32967964 ---Validation accuracy:--- 0.921 Validation Loss: 0.2993741 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28279793 ---Validation accuracy:--- 0.92 Validation Loss: 0.2995303 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.2884404 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2999088 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.31786612 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30081138 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.35562736 ---Validation accuracy:--- 0.919 Validation Loss: 0.29992968 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.21890756 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2991081 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.52653396 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29881513 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.2761918 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2987368 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2133041 ---Validation accuracy:--- 0.92 Validation Loss: 0.29875204 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34239814 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2989447 Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.3455858 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29895815 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.25783393 ---Validation accuracy:--- 0.92 Validation Loss: 0.29906788 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.20769604 ---Validation accuracy:--- 0.9194 Validation Loss: 0.299564 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.36940864 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29940972 Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.4764009 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2995 Epoch: 18 ---Training accuracy:--- 0.86 Training Loss: 0.39715523 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30037767 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2797843 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3006656 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.28245398 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3000189 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.2984567 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30204064 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2666096 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3019317 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.21860749 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30262852 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.31694093 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3007015 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.29882663 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30004653 Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.35439032 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3003647 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34356853 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29968962 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32905248 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29990992 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2682449 ---Validation accuracy:--- 0.9198 Validation Loss: 0.299166 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3291383 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2988332 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29102594 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29862133 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.30289504 ---Validation accuracy:--- 0.92 Validation Loss: 0.29876718 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.30282822 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29890886 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2671711 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29879767 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27704525 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29888338 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.34013024 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2992283 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29662332 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29893783 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.22554915 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2986728 Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2771642 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29901713 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.37171417 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29903692 Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.31058106 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29887274 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.3255954 ---Validation accuracy:--- 0.92 Validation Loss: 0.29843926 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.39977974 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29836988 Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.17656776 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29836416 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.2919266 ---Validation accuracy:--- 0.9192 Validation Loss: 0.298353 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.29972327 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2985247 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27451098 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29838693 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23676483 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29826984 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.24811439 ---Validation accuracy:--- 0.9184 Validation Loss: 0.298977 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.220462 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2993783 Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2975906 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29843876 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36014542 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29882562 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21864201 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29892913 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.29180664 ---Validation accuracy:--- 0.92 Validation Loss: 0.2985726 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2719196 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29901707 Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3161729 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29912153 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2616692 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29913324 Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.31001484 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2986193 Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28001225 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2987901 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.41552007 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2987927 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3561536 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29878643 Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.25800323 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29907885 Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34120995 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29849252 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28773415 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29873946 Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.19758192 ---Validation accuracy:--- 0.9202 Validation Loss: 0.298695 Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.31808475 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29895896 Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.2087888 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29861146 Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28699684 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2991046 Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.35910293 ---Validation accuracy:--- 0.92 Validation Loss: 0.29882047 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.31348464 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29886532 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.39154097 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29893216 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.28676358 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29908496 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.22223663 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29848745 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34520662 ---Validation accuracy:--- 0.9194 Validation Loss: 0.298932 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.4519994 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29863515 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.2721327 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29910365 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.47646004 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30009288 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.31897384 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29948553 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23442116 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29944122 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.28654265 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2995605 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.2848264 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29958975 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.2807751 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29884657 Epoch: 19 ---Training accuracy:--- 0.865 Training Loss: 0.3314633 ---Validation accuracy:--- 0.9188 Validation Loss: 0.298558 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.34239239 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29855537 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.21845445 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29824385 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.32954895 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29866198 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.23936993 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29943067 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3085312 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29903966 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.4524618 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29909194 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.28509155 ---Validation accuracy:--- 0.918 Validation Loss: 0.2984696 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.2865139 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29871228 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33367822 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29845366 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31538135 ---Validation accuracy:--- 0.919 Validation Loss: 0.2982793 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.32515863 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2980827 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.22934668 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29822728 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29868534 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2980006 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.21988621 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2984132 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.45251647 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29841197 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.27013785 ---Validation accuracy:--- 0.918 Validation Loss: 0.29825523 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3948751 ---Validation accuracy:--- 0.918 Validation Loss: 0.29870635 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.17869082 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29889193 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27766484 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29818112 Epoch: 19 ---Training accuracy:--- 0.975 Training Loss: 0.14281803 ---Validation accuracy:--- 0.917 Validation Loss: 0.29828683 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3009431 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29773226 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.38492534 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2978738 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.34405127 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2977394 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.35560045 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29798415 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.2216611 ---Validation accuracy:--- 0.919 Validation Loss: 0.29785487 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.22668982 ---Validation accuracy:--- 0.918 Validation Loss: 0.29757226 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.27087727 ---Validation accuracy:--- 0.919 Validation Loss: 0.29746434 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.3347998 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29783428 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.35897592 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29872274 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.25281432 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29861003 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3663126 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2992583 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.3143276 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29874915 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.2668563 ---Validation accuracy:--- 0.917 Validation Loss: 0.29845792 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.33967942 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29875186 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.38190988 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29827118 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.21184166 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29765147 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.38072944 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29757428 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.35501847 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29795995 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26151195 ---Validation accuracy:--- 0.9162 Validation Loss: 0.298481 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36629048 ---Validation accuracy:--- 0.918 Validation Loss: 0.2979062 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.34088463 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29811016 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.32778853 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29793602 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3403264 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2978188 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.40817082 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29762438 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.27812535 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29793173 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.22809835 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29783604 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.36811677 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2978749 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32691306 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29775617 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.24013218 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2974621 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.40857315 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29827783 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.27899647 ---Validation accuracy:--- 0.917 Validation Loss: 0.2987727 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.32534805 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29956767 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.29821712 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29790905 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.22398975 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29800355 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.30281323 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29770106 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.2594648 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29822165 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3388626 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2987215 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.2547748 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29846093 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31091982 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29885453 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.43505833 ---Validation accuracy:--- 0.918 Validation Loss: 0.298812 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.28968704 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29846892 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.3031498 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2985261 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.3192603 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29879442 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.23409393 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2985647 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.39308885 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29811585 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.28514427 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29817158 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30614385 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2983047 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.27465445 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2985025 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3681176 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29766074 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.24008724 ---Validation accuracy:--- 0.92 Validation Loss: 0.2977607 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29580393 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29795575 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.28868133 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29840514 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.34959382 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29874244 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.34592462 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29878592 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3976094 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29732656 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.2849838 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29690573 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3057985 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2977516 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.30529585 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2971405 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41630203 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29668263 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.24828716 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29667756 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.24821208 ---Validation accuracy:--- 0.92 Validation Loss: 0.2968685 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.2853742 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29703617 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3792281 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29686034 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.24296814 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2970128 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.2595451 ---Validation accuracy:--- 0.919 Validation Loss: 0.29722497 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3161062 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29745504 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.38663924 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2972594 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.33106494 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29718384 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.2986123 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2969663 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.24419239 ---Validation accuracy:--- 0.92 Validation Loss: 0.29687494 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3012687 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2968837 Epoch: 19 ---Training accuracy:--- 0.845 Training Loss: 0.45874822 ---Validation accuracy:--- 0.9192 Validation Loss: 0.297035 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31629685 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29735687 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3548679 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29674158 Epoch: 19 ---Training accuracy:--- 0.97 Training Loss: 0.16421479 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29682353 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3308487 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2969798 Epoch: 19 ---Training accuracy:--- 0.87 Training Loss: 0.3246173 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2965933 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.4664337 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2969531 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.22977741 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29690868 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.2901577 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2977544 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.2653284 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29686296 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.25321138 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29740307 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26367715 ---Validation accuracy:--- 0.92 Validation Loss: 0.29668462 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3153324 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29733765 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.29556894 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29762182 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.24991572 ---Validation accuracy:--- 0.92 Validation Loss: 0.2975628 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.29503417 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2976247 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.27222115 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29679435 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.31542763 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29720074 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34505984 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29641712 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.29139093 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29645798 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3901119 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2965699 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.22605698 ---Validation accuracy:--- 0.92 Validation Loss: 0.29642472 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.29669425 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29611075 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32192445 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29609787 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.3287397 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2961756 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.19522476 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29649898 Epoch: 19 ---Training accuracy:--- 0.96 Training Loss: 0.24264656 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29649916 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.31943336 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2967624 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3693312 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29665875 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3871352 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29751104 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.29632857 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29924113 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3283874 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29849604 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.34022826 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2972974 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.30760017 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29636836 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30505607 ---Validation accuracy:--- 0.921 Validation Loss: 0.2962997 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3707373 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29644865 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.26216006 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29667175 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.23015234 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2967208 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.30044764 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29655528 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.22644277 ---Validation accuracy:--- 0.921 Validation Loss: 0.2966526 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36602318 ---Validation accuracy:--- 0.918 Validation Loss: 0.2980181 Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.20594318 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29877272 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.23029922 ---Validation accuracy:--- 0.92 Validation Loss: 0.29754072 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.24773425 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2984569 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23994288 ---Validation accuracy:--- 0.918 Validation Loss: 0.29728618 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.37489533 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29685733 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27817866 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29654375 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30889222 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29602593 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27428523 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29587495 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.27848825 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29645255 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36799172 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29621962 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.25475803 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29651973 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3641558 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29666403 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.29523715 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2964353 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.23092686 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2963324 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33909538 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29734918 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.24213901 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29717955 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.26428664 ---Validation accuracy:--- 0.919 Validation Loss: 0.29599896 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.33442867 ---Validation accuracy:--- 0.9176 Validation Loss: 0.296663 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33557728 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29720345 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34752548 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2968561 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.23613785 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29627398 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.28839573 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29602033 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3656074 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29672122 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30721962 ---Validation accuracy:--- 0.918 Validation Loss: 0.29735807 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.268336 ---Validation accuracy:--- 0.918 Validation Loss: 0.29710844 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.38288957 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29641113 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26842785 ---Validation accuracy:--- 0.918 Validation Loss: 0.29660904 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.31906343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29722926 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3642482 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2977201 Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.23748344 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29736608 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.28890613 ---Validation accuracy:--- 0.919 Validation Loss: 0.29656577 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27149263 ---Validation accuracy:--- 0.9186 Validation Loss: 0.297098 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.32971206 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29820916 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32414207 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2974879 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.31540614 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29634085 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.35154083 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29709274 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3214551 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29702005 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3671367 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29682216 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.19314983 ---Validation accuracy:--- 0.9188 Validation Loss: 0.296465 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30732656 ---Validation accuracy:--- 0.918 Validation Loss: 0.2970355 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.24351506 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29672274 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.33336285 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29693636 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.33091918 ---Validation accuracy:--- 0.918 Validation Loss: 0.2966746 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.23807137 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29657233 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.32697883 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29631892 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.36208564 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2963911 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.44376165 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29626364 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.38924995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29669344 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3987481 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29630888 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3010197 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29605973 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.43361723 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29627228 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.36855888 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29677436 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.2497696 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29641637 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.259288 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2958679 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.37962067 ---Validation accuracy:--- 0.92 Validation Loss: 0.2959467 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41273612 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29660943 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.28626975 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29655543 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.23591205 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29710868 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.35920048 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29639426 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23746833 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2964069 Epoch: 19 ---Training accuracy:--- 0.855 Training Loss: 0.35481843 ---Validation accuracy:--- 0.919 Validation Loss: 0.29601103 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30008715 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29577386 Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.21138674 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29561123 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.29126275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2956274 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3719873 ---Validation accuracy:--- 0.9162 Validation Loss: 0.2970375 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.32429382 ---Validation accuracy:--- 0.9164 Validation Loss: 0.296167 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.24867515 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2958998 Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.2241159 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2952093 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3341301 ---Validation accuracy:--- 0.919 Validation Loss: 0.2955089 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3368662 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2953038 Epoch: 19 ---Training accuracy:--- 0.87 Training Loss: 0.37566417 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29547954 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41509074 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29560143 Epoch: 19 ---Training accuracy:--- 0.865 Training Loss: 0.31809455 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29595238 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3190879 ---Validation accuracy:--- 0.917 Validation Loss: 0.2961621 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.39174736 ---Validation accuracy:--- 0.921 Validation Loss: 0.29487327 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.31784853 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29578197 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.34752503 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29556918 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.34954885 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29514927 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3582284 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29477417 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.37834278 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29504922 Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.25717598 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29496935 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29636136 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29483613 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.27449504 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2946619 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3004022 ---Validation accuracy:--- 0.92 Validation Loss: 0.29496616 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.34123147 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29509425 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.43788108 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29539302 Epoch: 19 ---Training accuracy:--- 0.855 Training Loss: 0.3841421 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29589537 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.27361533 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29518935 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.25712308 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29506198 Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3856006 ---Validation accuracy:--- 0.921 Validation Loss: 0.29500028 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.34474427 ---Validation accuracy:--- 0.921 Validation Loss: 0.29482022 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.309451 ---Validation accuracy:--- 0.921 Validation Loss: 0.29492843 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.35588172 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29481184 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.4258213 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29461065 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.34999442 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29470724 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.43162996 ---Validation accuracy:--- 0.9206 Validation Loss: 0.294365 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.28606582 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29472116 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.25142688 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2950001 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3475909 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29563478 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.21203633 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29613873 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.31526238 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29535013 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.31909195 ---Validation accuracy:--- 0.92 Validation Loss: 0.29500782 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.39138913 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29473892 Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3377572 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2949241 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.39981034 ---Validation accuracy:--- 0.92 Validation Loss: 0.2946463 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3413522 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2950282 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3248264 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29623038 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.4018924 ---Validation accuracy:--- 0.92 Validation Loss: 0.2955307 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.41112557 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29502138 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.292066 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2953 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.27278835 ---Validation accuracy:--- 0.9208 Validation Loss: 0.296053 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3340327 ---Validation accuracy:--- 0.921 Validation Loss: 0.29552802 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.23094642 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2957376 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30946317 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29512322 Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.29113832 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29518807 Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3041796 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29508463 Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.22507995 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2953481 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.26533362 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29516318 Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.32113525 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29498947 Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.29728281 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29511133 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.44329602 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29587623 Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.25402912 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29577872 Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.38159835 ---Validation accuracy:--- 0.92 Validation Loss: 0.29507294 Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.36978027 ---Validation accuracy:--- 0.921 Validation Loss: 0.29461864 Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.189839 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29501405 Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.30985528 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29584274 Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.36895493 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29613835 Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.21241388 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2958207 Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.37265828 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29666436 Wall time: 1min 44s
#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))
Average Training Accuracy: 0.93 Average Training Loss: 0.37265828 Average Validation Accuracy: 0.9182 Average Validation Loss: 0.29666436
It seems that increasing the number of epochs and batch size while decreasing the learning rate does not increase model performance. 10 epochs, batch size = 100 and learning rate = .5 seem to be suitable parameters for the model. The one parameter that has shown a positive impact on model performance is adjusting the number of nodes per layer.
In the next model (Model 8) I will use these parameters and look at how significantly increasing and then staggering the nodes per layer impacts model performance. The first layer will have 3x more nodes than the second layer (300 and 100 nodes).
tf.reset_default_graph()
# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100
image_size = 784
num_classes = 10
n_inputs = image_size
n_hidden1 = 300
n_hidden2 = 100
n_outputs = num_classes
#Create placeholder variables
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')
#Specify classifying method
with tf.name_scope("dnn"):
hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu)
hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu)
logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")
#Specify method to compute loss
with tf.name_scope("loss"):
xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits)
loss = tf.reduce_mean(xentropy, name = "loss")
#Specify training method
with tf.name_scope("train"):
optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate)
training_op = optimizer.minimize(loss)
#Specify evaluation method
labels = tf.argmax(y, -1)
with tf.name_scope("eval"):
correct = tf.nn.in_top_k(logits, labels, 1)
accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
init = tf.global_variables_initializer()
%%time
with tf.Session() as sess:
init.run()
for epoch in range(n_epochs):
for iteration in range( mnist.train.num_examples // batch_size):
X_batch, y_batch = mnist.train.next_batch(batch_size)
sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch})
acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch})
acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.9371701 ---Validation accuracy:--- 0.2572 Validation Loss: 2.1115193 Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 1.6735977 ---Validation accuracy:--- 0.4934 Validation Loss: 1.9213179 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.5299875 ---Validation accuracy:--- 0.3962 Validation Loss: 1.7890176 Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0698125 ---Validation accuracy:--- 0.1372 Validation Loss: 2.3025618 Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.220332 ---Validation accuracy:--- 0.195 Validation Loss: 2.494863 Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 2.1099882 ---Validation accuracy:--- 0.3008 Validation Loss: 2.232044 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.8572631 ---Validation accuracy:--- 0.4484 Validation Loss: 1.8880098 Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.6035874 ---Validation accuracy:--- 0.4904 Validation Loss: 1.6918489 Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.4000276 ---Validation accuracy:--- 0.5116 Validation Loss: 1.4821944 Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.251433 ---Validation accuracy:--- 0.624 Validation Loss: 1.3482656 Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.3433654 ---Validation accuracy:--- 0.5126 Validation Loss: 1.4412386 Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.4512194 ---Validation accuracy:--- 0.4854 Validation Loss: 1.6720852 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 1.0317684 ---Validation accuracy:--- 0.6154 Validation Loss: 1.3335408 Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.1095484 ---Validation accuracy:--- 0.6184 Validation Loss: 1.2077582 Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1227841 ---Validation accuracy:--- 0.5516 Validation Loss: 1.2548217 Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.97276425 ---Validation accuracy:--- 0.6652 Validation Loss: 1.032315 Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0846841 ---Validation accuracy:--- 0.5934 Validation Loss: 1.1366963 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8818109 ---Validation accuracy:--- 0.6782 Validation Loss: 0.9561359 Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6343611 ---Validation accuracy:--- 0.7068 Validation Loss: 0.8411813 Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.8076733 ---Validation accuracy:--- 0.7126 Validation Loss: 0.91056013 Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.95444536 ---Validation accuracy:--- 0.6538 Validation Loss: 1.1271361 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.69297135 ---Validation accuracy:--- 0.7128 Validation Loss: 0.94745135 Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5827563 ---Validation accuracy:--- 0.756 Validation Loss: 0.7482612 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.54380935 ---Validation accuracy:--- 0.8024 Validation Loss: 0.65633243 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37249145 ---Validation accuracy:--- 0.8118 Validation Loss: 0.6027566 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.4443888 ---Validation accuracy:--- 0.7794 Validation Loss: 0.6533186 Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5208331 ---Validation accuracy:--- 0.776 Validation Loss: 0.6665538 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47725624 ---Validation accuracy:--- 0.8064 Validation Loss: 0.59326464 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.40804628 ---Validation accuracy:--- 0.8616 Validation Loss: 0.4814022 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3821752 ---Validation accuracy:--- 0.821 Validation Loss: 0.5579854 Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4697522 ---Validation accuracy:--- 0.8016 Validation Loss: 0.5704345 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.52220935 ---Validation accuracy:--- 0.7452 Validation Loss: 0.7635074 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.9325865 ---Validation accuracy:--- 0.6232 Validation Loss: 1.3119043 Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 1.1753523 ---Validation accuracy:--- 0.6944 Validation Loss: 1.1611136 Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7849541 ---Validation accuracy:--- 0.6608 Validation Loss: 1.0117674 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7286773 ---Validation accuracy:--- 0.7544 Validation Loss: 0.77539015 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.36144197 ---Validation accuracy:--- 0.821 Validation Loss: 0.60607725 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.23421165 ---Validation accuracy:--- 0.8438 Validation Loss: 0.5160333 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.37505323 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5464396 Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5006246 ---Validation accuracy:--- 0.8196 Validation Loss: 0.547335 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40570557 ---Validation accuracy:--- 0.8464 Validation Loss: 0.51601124 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32374653 ---Validation accuracy:--- 0.8452 Validation Loss: 0.51185095 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6136696 ---Validation accuracy:--- 0.805 Validation Loss: 0.71896726 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3199417 ---Validation accuracy:--- 0.8628 Validation Loss: 0.49263683 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39217362 ---Validation accuracy:--- 0.877 Validation Loss: 0.44002682 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.43078658 ---Validation accuracy:--- 0.8452 Validation Loss: 0.50754225 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.41614807 ---Validation accuracy:--- 0.8434 Validation Loss: 0.47408172 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28007084 ---Validation accuracy:--- 0.884 Validation Loss: 0.3983094 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19632873 ---Validation accuracy:--- 0.895 Validation Loss: 0.38032934 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29013965 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3763347 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23856884 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36401674 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25422576 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36077288 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3088429 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3615707 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28494877 ---Validation accuracy:--- 0.8926 Validation Loss: 0.362101 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38294223 ---Validation accuracy:--- 0.8782 Validation Loss: 0.40618268 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22707476 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35804093 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19711421 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34515715 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21909614 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37121367 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.12441222 ---Validation accuracy:--- 0.9018 Validation Loss: 0.34024408 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34424454 ---Validation accuracy:--- 0.8664 Validation Loss: 0.44401807 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26230308 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4109241 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24164465 ---Validation accuracy:--- 0.8846 Validation Loss: 0.37917608 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25289136 ---Validation accuracy:--- 0.8778 Validation Loss: 0.38205355 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.43382272 ---Validation accuracy:--- 0.8034 Validation Loss: 0.56129473 Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6132215 ---Validation accuracy:--- 0.755 Validation Loss: 0.76348 Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.54026777 ---Validation accuracy:--- 0.8728 Validation Loss: 0.43573818 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36099964 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35613152 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23076001 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34415314 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19076452 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32095551 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2510272 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3226385 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29160345 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3642536 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17092328 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3137145 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28952268 ---Validation accuracy:--- 0.9018 Validation Loss: 0.32134765 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2889752 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31698692 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.103661396 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3247437 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2808106 ---Validation accuracy:--- 0.8982 Validation Loss: 0.33199888 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17382856 ---Validation accuracy:--- 0.884 Validation Loss: 0.38502264 Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30334035 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36519384 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29073045 ---Validation accuracy:--- 0.875 Validation Loss: 0.39165014 Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.41186565 ---Validation accuracy:--- 0.8776 Validation Loss: 0.40691063 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2783952 ---Validation accuracy:--- 0.8258 Validation Loss: 0.5506622 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3280793 ---Validation accuracy:--- 0.8876 Validation Loss: 0.36976662 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22258669 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3119446 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17524263 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30843958 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20482211 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29919314 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19785301 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3191035 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21853924 ---Validation accuracy:--- 0.913 Validation Loss: 0.29396123 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2194989 ---Validation accuracy:--- 0.9144 Validation Loss: 0.279239 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23060535 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26615623 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14968842 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27275512 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15340504 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28905803 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.111747116 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27967533 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2110373 ---Validation accuracy:--- 0.912 Validation Loss: 0.30880192 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11628067 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26217082 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22217661 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3041222 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15993199 ---Validation accuracy:--- 0.9064 Validation Loss: 0.30322447 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1827338 ---Validation accuracy:--- 0.918 Validation Loss: 0.2673541 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15772513 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2509152 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18617935 ---Validation accuracy:--- 0.8908 Validation Loss: 0.33077297 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19720195 ---Validation accuracy:--- 0.9096 Validation Loss: 0.2981237 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14769053 ---Validation accuracy:--- 0.9108 Validation Loss: 0.2970188 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47560486 ---Validation accuracy:--- 0.8636 Validation Loss: 0.41779405 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21224177 ---Validation accuracy:--- 0.914 Validation Loss: 0.2846857 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05084772 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2619209 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.076889694 ---Validation accuracy:--- 0.9208 Validation Loss: 0.25848377 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1672127 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3165018 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25429416 ---Validation accuracy:--- 0.8884 Validation Loss: 0.34057313 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31025124 ---Validation accuracy:--- 0.8564 Validation Loss: 0.47196162 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21493484 ---Validation accuracy:--- 0.915 Validation Loss: 0.28424895 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13604206 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2500562 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2038741 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2808548 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13361156 ---Validation accuracy:--- 0.9188 Validation Loss: 0.284925 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17190354 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2635195 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09791 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24976845 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13835418 ---Validation accuracy:--- 0.887 Validation Loss: 0.35880387 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24995059 ---Validation accuracy:--- 0.924 Validation Loss: 0.263495 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.120919935 ---Validation accuracy:--- 0.9144 Validation Loss: 0.27597013 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09579506 ---Validation accuracy:--- 0.874 Validation Loss: 0.38380167 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30188748 ---Validation accuracy:--- 0.875 Validation Loss: 0.38434488 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14492227 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3139664 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47196242 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3564408 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14386484 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2643834 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19028051 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25226808 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.107170545 ---Validation accuracy:--- 0.935 Validation Loss: 0.22988608 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1255372 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21668334 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14293462 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23380584 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1337461 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22911641 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.124578625 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27283955 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.1626675 ---Validation accuracy:--- 0.9256 Validation Loss: 0.250067 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.117160626 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2632426 Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26745778 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33928546 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11450522 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25034314 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1478185 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22299966 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13115107 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22036874 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06968392 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21458282 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09096741 ---Validation accuracy:--- 0.9204 Validation Loss: 0.25965223 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.073439315 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25099364 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1280878 ---Validation accuracy:--- 0.932 Validation Loss: 0.22383331 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07747669 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25589618 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1357369 ---Validation accuracy:--- 0.9108 Validation Loss: 0.29453096 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23646349 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2946385 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12816462 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23213857 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09324748 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21366197 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1615327 ---Validation accuracy:--- 0.9154 Validation Loss: 0.27554086 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14095256 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2571363 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08965012 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2099042 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1341266 ---Validation accuracy:--- 0.936 Validation Loss: 0.21491614 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16117752 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20598856 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07775886 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22674243 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12539847 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2099027 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19634825 ---Validation accuracy:--- 0.928 Validation Loss: 0.24205801 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14649631 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25761256 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13534293 ---Validation accuracy:--- 0.937 Validation Loss: 0.21387002 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07120941 ---Validation accuracy:--- 0.938 Validation Loss: 0.21962851 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14000101 ---Validation accuracy:--- 0.9192 Validation Loss: 0.27211347 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07811841 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1930605 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08165326 ---Validation accuracy:--- 0.933 Validation Loss: 0.2333997 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08040901 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21853702 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08308972 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1964486 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13231058 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23004201 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13728166 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21899231 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08067718 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22223864 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.055850875 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22074199 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06308942 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20078066 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0721398 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20534927 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.106384106 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20085661 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08949889 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21461923 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06024325 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20161977 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20197392 ---Validation accuracy:--- 0.9096 Validation Loss: 0.27824277 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11665442 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20841335 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.08660588 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23056658 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10369934 ---Validation accuracy:--- 0.9362 Validation Loss: 0.20498809 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08354992 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2017257 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10061403 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19652681 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15477182 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20729393 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16636887 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23352192 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.110953055 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1955209 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12731424 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21617578 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056452475 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18990836 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12490665 ---Validation accuracy:--- 0.9216 Validation Loss: 0.24834096 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08866221 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19614191 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.102431566 ---Validation accuracy:--- 0.944 Validation Loss: 0.19816577 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.052197352 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18943863 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.055425808 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18624957 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.066194884 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17970207 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09835395 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17866819 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10163399 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21204805 Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.33530697 ---Validation accuracy:--- 0.8578 Validation Loss: 0.42517838 Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33417678 ---Validation accuracy:--- 0.866 Validation Loss: 0.3906485 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1844799 ---Validation accuracy:--- 0.9084 Validation Loss: 0.2899836 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.124319 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18837288 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.082526706 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19924894 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.079725474 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1878859 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.120160006 ---Validation accuracy:--- 0.939 Validation Loss: 0.20638877 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18949452 ---Validation accuracy:--- 0.9184 Validation Loss: 0.26418477 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11408308 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17821631 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14633545 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20829716 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14554219 ---Validation accuracy:--- 0.945 Validation Loss: 0.18896478 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11836155 ---Validation accuracy:--- 0.936 Validation Loss: 0.21374676 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.04768232 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17686833 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10146172 ---Validation accuracy:--- 0.95 Validation Loss: 0.1710457 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06576358 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17571892 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06250401 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17397131 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.07017314 ---Validation accuracy:--- 0.949 Validation Loss: 0.17765032 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08212914 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16569346 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13979535 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19849785 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10068908 ---Validation accuracy:--- 0.945 Validation Loss: 0.19000916 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13046385 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17465734 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06980893 ---Validation accuracy:--- 0.95 Validation Loss: 0.17014582 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10379598 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17806953 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14414169 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21681236 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11363025 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17728637 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.082362 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16446573 Epoch: 0 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0.18201795 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07689191 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17465807 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.080925025 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16678494 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0579875 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16912934 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09336481 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18815331 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16585773 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2104631 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06625256 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16724527 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.046748362 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19537802 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20920654 ---Validation accuracy:--- 0.9142 Validation Loss: 0.2830997 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.067712724 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20303 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.086329915 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1861101 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18231222 ---Validation accuracy:--- 0.9344 Validation Loss: 0.21577032 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0883538 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18700595 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.105570644 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20180832 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09918961 ---Validation accuracy:--- 0.946 Validation Loss: 0.18535031 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.044838782 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16645904 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10158764 ---Validation 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0.05004322 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16844407 Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21732011 ---Validation accuracy:--- 0.9164 Validation Loss: 0.25560015 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08349204 ---Validation accuracy:--- 0.93 Validation Loss: 0.22176589 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0683806 ---Validation accuracy:--- 0.94 Validation Loss: 0.20098908 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.095428444 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17869695 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15083092 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20223841 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12285885 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16539788 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16039015 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19058757 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07817301 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16783652 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.044955846 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15871623 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0796602 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16510399 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08427385 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15590659 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08245792 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16440655 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.121073276 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18047543 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.108762614 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19167988 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06525976 ---Validation accuracy:--- 0.954 Validation Loss: 0.15712634 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.045039244 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14606237 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09359898 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16602744 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06891799 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16140445 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.093325235 ---Validation accuracy:--- 0.948 Validation Loss: 0.16779293 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02297792 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15706916 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03640502 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15277903 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09572008 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18595026 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.075895816 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18093432 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09657856 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16074024 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039091464 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16814001 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.050162736 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14915383 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.045212984 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14548786 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030088205 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15458521 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06561852 ---Validation accuracy:--- 0.953 Validation Loss: 0.15566614 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12832336 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17286476 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049989432 ---Validation accuracy:--- 0.946 Validation 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0.9566 Validation Loss: 0.15217067 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14796121 ---Validation accuracy:--- 0.952 Validation Loss: 0.15996592 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08736229 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16101675 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.057922993 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16009787 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.104896046 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18614161 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13931316 ---Validation accuracy:--- 0.9438 Validation Loss: 0.17633952 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06172556 ---Validation accuracy:--- 0.951 Validation Loss: 0.16370378 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13944551 ---Validation accuracy:--- 0.943 Validation Loss: 0.18689048 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.059541535 ---Validation 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0.03479234 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14103293 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.054326378 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15239103 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06450155 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18477961 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09939262 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16729526 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04075099 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15479372 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039749216 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1640327 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17586231 ---Validation accuracy:--- 0.9384 Validation Loss: 0.19991247 Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17586407 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2062285 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.060389932 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16237272 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0699113 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16252606 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.042013377 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18969919 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121402435 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14903195 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.052006293 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14059271 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.061788045 ---Validation accuracy:--- 0.951 Validation Loss: 0.16355059 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05227317 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1503858 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15274195 ---Validation accuracy:--- 0.954 Validation Loss: 0.15780342 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.066678345 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18680137 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05359248 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1736615 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1321193 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16236654 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06117097 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1518449 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.063712455 ---Validation accuracy:--- 0.9632 Validation Loss: 0.14146622 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.050074283 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14733058 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.048177704 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16366015 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0725789 ---Validation accuracy:--- 0.9606 Validation Loss: 0.141012 Epoch: 0 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0.1493994 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023428278 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1359363 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.068633616 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13962488 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03645793 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13548462 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.029835057 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13202715 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0756146 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16944136 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033302628 ---Validation accuracy:--- 0.962 Validation Loss: 0.13882466 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03469572 ---Validation accuracy:--- 0.9388 Validation Loss: 0.1942404 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06929261 ---Validation accuracy:--- 0.9584 Validation Loss: 0.13875873 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05752264 ---Validation accuracy:--- 0.953 Validation Loss: 0.15799627 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03255197 ---Validation accuracy:--- 0.952 Validation Loss: 0.16207646 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09984286 ---Validation accuracy:--- 0.94 Validation Loss: 0.19520076 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04515626 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14863887 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07937932 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1354912 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068694554 ---Validation accuracy:--- 0.9578 Validation Loss: 0.13853249 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.067416884 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15049018 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02559346 ---Validation 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0.09296894 ---Validation accuracy:--- 0.951 Validation Loss: 0.15008362 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.040743362 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15155284 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06629829 ---Validation accuracy:--- 0.958 Validation Loss: 0.1388778 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027735362 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1402659 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.101016715 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14968516 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05536863 ---Validation accuracy:--- 0.954 Validation Loss: 0.16263716 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10876948 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14544813 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.055987414 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15877892 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03661415 ---Validation accuracy:--- 0.958 Validation Loss: 0.14243522 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.10310293 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12806833 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031868782 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13175352 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021752002 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13097617 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07278804 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16992512 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.06101133 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16628431 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.053010672 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16376013 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.01991869 ---Validation accuracy:--- 0.9568 Validation Loss: 0.13845079 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021613896 ---Validation accuracy:--- 0.958 Validation Loss: 0.14130905 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.052325584 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13581151 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05982787 ---Validation accuracy:--- 0.954 Validation Loss: 0.15032008 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048763935 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14410642 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08566168 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17124051 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032101855 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13619633 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10414979 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20602784 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023945212 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15267384 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.041887607 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14005224 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0623958 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14182684 Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21136574 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3060729 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09298233 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17090997 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02877921 ---Validation accuracy:--- 0.954 Validation Loss: 0.1575426 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06669429 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13649237 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08535566 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14083369 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023656523 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13925558 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.067419164 ---Validation accuracy:--- 0.961 Validation Loss: 0.13713142 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028013134 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13047172 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05992289 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13320576 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03445354 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13108025 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07458691 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1394866 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032328892 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12992802 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.062852904 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15259364 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.038124833 ---Validation accuracy:--- 0.954 Validation Loss: 0.15131918 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06803265 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14292468 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10520624 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16956656 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12821499 ---Validation accuracy:--- 0.9244 Validation Loss: 0.24590299 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.105957195 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18803462 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03519025 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14160809 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04108335 ---Validation accuracy:--- 0.961 Validation Loss: 0.13418117 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03356039 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12821154 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020687396 ---Validation 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---Validation accuracy:--- 0.9564 Validation Loss: 0.15097581 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033612847 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13855562 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028814407 ---Validation accuracy:--- 0.961 Validation Loss: 0.13636237 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041008938 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13231957 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.057404973 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1421404 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.079902165 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1589896 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032493662 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15512124 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024374576 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15217976 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09433815 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14534959 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019916195 ---Validation accuracy:--- 0.9602 Validation Loss: 0.12919086 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03408732 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1320584 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026275104 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1258709 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04963273 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14799121 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038514305 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14208157 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027842069 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14279583 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.04129895 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12588808 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.029675942 ---Validation accuracy:--- 0.962 Validation Loss: 0.13071999 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.01637057 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1326848 Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16394655 ---Validation accuracy:--- 0.947 Validation Loss: 0.17338169 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08886345 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12716335 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.081577376 ---Validation accuracy:--- 0.9582 Validation Loss: 0.12864877 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07011967 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13068493 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04565977 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12588704 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.037059583 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13084644 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020304827 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12766512 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08619761 ---Validation accuracy:--- 0.9488 Validation Loss: 0.15920527 Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.06931587 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12840179 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.025091305 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12798655 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027653478 ---Validation accuracy:--- 0.9644 Validation Loss: 0.123705685 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03139596 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1448697 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06799178 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1347026 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.025995053 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13254671 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030775515 ---Validation accuracy:--- 0.9654 Validation Loss: 0.117994666 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.056706086 ---Validation accuracy:--- 0.9586 Validation Loss: 0.13290787 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07137357 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12794995 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08914072 ---Validation accuracy:--- 0.9264 Validation Loss: 0.21840532 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07485629 ---Validation accuracy:--- 0.957 Validation Loss: 0.13822307 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021712456 ---Validation accuracy:--- 0.962 Validation Loss: 0.12487473 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041302778 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13132717 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049943205 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12041154 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038379494 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14548492 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03794805 ---Validation accuracy:--- 0.964 Validation Loss: 0.12680073 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07485025 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13288188 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.036864825 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12043612 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068982214 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14539428 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0321086 ---Validation accuracy:--- 0.959 Validation Loss: 0.13330796 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.054460697 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11916009 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.110264026 ---Validation accuracy:--- 0.9622 Validation Loss: 0.128898 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038824834 ---Validation accuracy:--- 0.957 Validation Loss: 0.14041175 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024120832 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13467653 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033355065 ---Validation accuracy:--- 0.964 Validation Loss: 0.12680754 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057953663 ---Validation accuracy:--- 0.966 Validation Loss: 0.11964126 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.061362438 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13956942 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05261854 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13708079 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048391137 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14296018 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.052274503 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1651424 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0920353 ---Validation accuracy:--- 0.96 Validation Loss: 0.13007095 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056603532 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14089371 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03747393 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11939513 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031754743 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11654241 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03503026 ---Validation accuracy:--- 0.9638 Validation Loss: 0.121077225 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03793259 ---Validation accuracy:--- 0.964 Validation Loss: 0.124859594 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026409805 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12383188 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05794852 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1311666 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03240961 ---Validation accuracy:--- 0.9612 Validation Loss: 0.12654436 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02811917 ---Validation accuracy:--- 0.962 Validation Loss: 0.12417273 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039766725 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12741524 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03991365 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13414475 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028704235 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11731573 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.044371165 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12331284 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.052634664 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12072246 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.036384728 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12289482 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026172979 ---Validation accuracy:--- 0.967 Validation Loss: 0.11483851 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0552808 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15150425 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.015344871 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13832764 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.093809836 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14679685 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.059908047 ---Validation accuracy:--- 0.966 Validation Loss: 0.11998422 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02432757 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118004635 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.045338836 ---Validation accuracy:--- 0.963 Validation Loss: 0.13020155 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024863875 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13312644 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04541379 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12233247 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.110717885 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1115104 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02701921 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11255353 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.016100677 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11612379 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0547797 ---Validation accuracy:--- 0.959 Validation Loss: 0.14066133 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028179577 ---Validation accuracy:--- 0.962 Validation Loss: 0.13010828 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048740692 ---Validation accuracy:--- 0.965 Validation Loss: 0.12391699 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.037942458 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14177558 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02917487 ---Validation accuracy:--- 0.964 Validation Loss: 0.12812819 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024072718 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13492934 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032925714 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12986992 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06597356 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12582178 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02234637 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1167801 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02924606 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12417742 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023260279 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11719697 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04940779 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13326035 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019871429 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12264307 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04589016 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11751744 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027750771 ---Validation accuracy:--- 0.9674 Validation Loss: 0.113609694 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.053354822 ---Validation accuracy:--- 0.965 Validation Loss: 0.11767401 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020193025 ---Validation accuracy:--- 0.9652 Validation Loss: 0.114272214 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.05355925 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12624162 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03532625 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11542079 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.062137123 ---Validation accuracy:--- 0.9668 Validation Loss: 0.116592444 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030338474 ---Validation accuracy:--- 0.964 Validation Loss: 0.12171637 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.015176492 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11775091 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019007685 ---Validation accuracy:--- 0.966 Validation Loss: 0.116533384 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.026151614 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11406352 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04259065 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12669818 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02387575 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12187386 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0297877 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11883236 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04133991 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11771992 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02196007 ---Validation accuracy:--- 0.9664 Validation Loss: 0.117483325 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.078281246 ---Validation accuracy:--- 0.947 Validation Loss: 0.1802289 Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3056417 ---Validation accuracy:--- 0.9012 Validation Loss: 0.31101215 Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09602056 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15321556 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09734725 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13385049 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.045169387 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12989919 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.059364006 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11350088 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.043692928 ---Validation accuracy:--- 0.968 Validation Loss: 0.11652063 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.053958982 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13038138 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048927292 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12910427 Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027014961 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12900233 Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.048436526 ---Validation accuracy:--- 0.964 Validation Loss: 0.12434416 Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056148175 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13318333 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019105066 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1164032 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03183373 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11420173 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09392023 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12921862 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11519295 ---Validation accuracy:--- 0.9646 Validation Loss: 0.11772842 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019830134 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11542074 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022953652 ---Validation accuracy:--- 0.969 Validation Loss: 0.10987405 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026539765 ---Validation accuracy:--- 0.969 Validation Loss: 0.109865285 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022720216 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10727112 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027717726 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10633154 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07771225 ---Validation accuracy:--- 0.97 Validation Loss: 0.10831438 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06102417 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13803685 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035357464 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13297346 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051519208 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11615785 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03372213 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1300267 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040375024 ---Validation accuracy:--- 0.9674 Validation Loss: 0.111950025 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040136315 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118258424 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036358487 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1056552 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026911102 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12691022 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03299258 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11495425 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05572132 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11933955 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.071336865 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13993303 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02239606 ---Validation accuracy:--- 0.963 Validation Loss: 0.1220615 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047120232 ---Validation accuracy:--- 0.962 Validation Loss: 0.13014254 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026208978 ---Validation accuracy:--- 0.9654 Validation Loss: 0.118458755 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07781908 ---Validation accuracy:--- 0.9602 Validation Loss: 0.137981 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.101953976 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11993523 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030334532 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11633425 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03884924 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10779866 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028713642 ---Validation accuracy:--- 0.9688 Validation Loss: 0.104483254 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.047147587 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11175282 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013016713 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10884867 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032411776 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11478594 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030122904 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11939314 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014349177 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1083521 Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14179163 ---Validation accuracy:--- 0.9386 Validation Loss: 0.18554932 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.059617795 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17325327 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020019064 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12164702 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023477785 ---Validation accuracy:--- 0.9664 Validation Loss: 0.112592556 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.034803715 ---Validation accuracy:--- 0.9638 Validation Loss: 0.114526 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058942005 ---Validation accuracy:--- 0.9566 Validation Loss: 0.13699874 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.033791333 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12038586 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.093245775 ---Validation accuracy:--- 0.9644 Validation Loss: 0.116216026 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053518534 ---Validation accuracy:--- 0.9524 Validation Loss: 0.14900781 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026522694 ---Validation accuracy:--- 0.962 Validation Loss: 0.12614791 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030231187 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1069061 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02368493 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10912418 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04043603 ---Validation accuracy:--- 0.9718 Validation Loss: 0.103218675 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02869823 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11062158 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075179756 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11728288 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030102754 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11333501 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023729205 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10562139 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.060596805 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14160267 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029936915 ---Validation accuracy:--- 0.9684 Validation Loss: 0.112695165 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015535579 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10821411 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.047201596 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13196309 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02603842 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10940948 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037493035 ---Validation accuracy:--- 0.967 Validation Loss: 0.11674293 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.050479513 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11160387 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.059871778 ---Validation accuracy:--- 0.9676 Validation Loss: 0.111176625 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028177762 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11183646 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.042322244 ---Validation accuracy:--- 0.962 Validation Loss: 0.12562533 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056636572 ---Validation accuracy:--- 0.964 Validation Loss: 0.11910226 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023730746 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12678424 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016831936 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1230798 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023954282 ---Validation accuracy:--- 0.966 Validation Loss: 0.117477246 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015070154 ---Validation accuracy:--- 0.969 Validation Loss: 0.10561493 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021907179 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13696907 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.056738358 ---Validation accuracy:--- 0.966 Validation Loss: 0.11762261 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031203292 ---Validation accuracy:--- 0.963 Validation Loss: 0.12850456 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03604592 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12588371 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.045555014 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107561976 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03646892 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11285934 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019769551 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11144822 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022070793 ---Validation accuracy:--- 0.9674 Validation Loss: 0.110937014 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016900197 ---Validation accuracy:--- 0.9676 Validation Loss: 0.109101474 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015748417 ---Validation accuracy:--- 0.9704 Validation Loss: 0.105075404 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022307163 ---Validation accuracy:--- 0.97 Validation Loss: 0.10390549 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.032866098 ---Validation accuracy:--- 0.967 Validation Loss: 0.112979785 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019096632 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11157215 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014040769 ---Validation accuracy:--- 0.9674 Validation Loss: 0.106606625 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015634641 ---Validation accuracy:--- 0.9644 Validation Loss: 0.11916196 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04116487 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10769592 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029438114 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12331599 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029322142 ---Validation accuracy:--- 0.963 Validation Loss: 0.12217024 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043141484 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11061031 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020113496 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10136783 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058860656 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09899101 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015174644 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09701479 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0095877405 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10075846 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0294259 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10415232 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011740681 ---Validation accuracy:--- 0.969 Validation Loss: 0.10591881 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020435756 ---Validation accuracy:--- 0.968 Validation Loss: 0.10421581 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043250438 ---Validation accuracy:--- 0.9658 Validation Loss: 0.111600265 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013089058 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11117699 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014508738 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10451685 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020723447 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10880155 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012123614 ---Validation accuracy:--- 0.969 Validation Loss: 0.10392105 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008562969 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10163111 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02029552 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10200155 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02444918 ---Validation accuracy:--- 0.97 Validation Loss: 0.10261436 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017132778 ---Validation accuracy:--- 0.965 Validation Loss: 0.112785324 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012258665 ---Validation accuracy:--- 0.9676 Validation Loss: 0.111642994 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0097272135 ---Validation accuracy:--- 0.9674 Validation Loss: 0.106483676 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024147205 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11050071 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009050426 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12225603 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.03145344 ---Validation accuracy:--- 0.9596 Validation Loss: 0.12782681 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01226033 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10530069 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021843567 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10769192 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014318977 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10616338 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019720152 ---Validation accuracy:--- 0.969 Validation Loss: 0.103685476 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012146517 ---Validation accuracy:--- 0.97 Validation Loss: 0.101701096 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.002786203 ---Validation accuracy:--- 0.9708 Validation Loss: 0.102669396 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02711738 ---Validation accuracy:--- 0.969 Validation Loss: 0.104670145 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02535453 ---Validation accuracy:--- 0.968 Validation Loss: 0.109582655 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008275465 ---Validation accuracy:--- 0.968 Validation Loss: 0.10937645 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023805246 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1126407 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026781034 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1060034 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01922627 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10261021 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010080843 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10695552 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07025082 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13761427 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010824399 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112894766 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024410253 ---Validation accuracy:--- 0.9592 Validation Loss: 0.132523 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018115563 ---Validation accuracy:--- 0.9652 Validation Loss: 0.121180736 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08810327 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12591647 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0150737325 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11382158 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024631366 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12979428 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026380038 ---Validation accuracy:--- 0.9496 Validation Loss: 0.15469597 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03139971 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12107234 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024168389 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1161404 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.043725215 ---Validation accuracy:--- 0.965 Validation Loss: 0.11498226 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012349877 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10722917 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036034454 ---Validation accuracy:--- 0.969 Validation Loss: 0.11772466 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027003367 ---Validation accuracy:--- 0.9702 Validation Loss: 0.111457445 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041063286 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11703987 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041404065 ---Validation accuracy:--- 0.968 Validation Loss: 0.11198523 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009514518 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10448679 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011829226 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10332156 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02148448 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11007927 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02736721 ---Validation accuracy:--- 0.9668 Validation Loss: 0.114492044 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040233344 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10399285 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036855686 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09884685 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12877177 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11915088 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05226587 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11375615 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06637123 ---Validation accuracy:--- 0.9676 Validation Loss: 0.110993765 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01165468 ---Validation accuracy:--- 0.9688 Validation Loss: 0.105150536 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013219538 ---Validation accuracy:--- 0.971 Validation Loss: 0.10001798 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021297764 ---Validation accuracy:--- 0.9706 Validation Loss: 0.098114796 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013466827 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10192919 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018879084 ---Validation accuracy:--- 0.9718 Validation Loss: 0.0979608 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01798244 ---Validation accuracy:--- 0.97 Validation Loss: 0.1025755 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014303339 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10262693 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020006655 ---Validation accuracy:--- 0.966 Validation Loss: 0.11087251 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027111743 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11130562 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026575556 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09779657 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019521674 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10209963 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01287787 ---Validation accuracy:--- 0.964 Validation Loss: 0.11912849 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00912074 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1115315 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009197661 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12263177 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01842886 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10930918 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015208426 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10611484 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019173315 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10590581 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036387514 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09769934 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021964999 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10602776 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16072786 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11218684 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032324176 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09966346 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017944751 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09480642 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026585577 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11016719 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.049599633 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11442942 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01135999 ---Validation accuracy:--- 0.972 Validation Loss: 0.100089036 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013426652 ---Validation accuracy:--- 0.9718 Validation Loss: 0.096440256 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011165765 ---Validation accuracy:--- 0.971 Validation Loss: 0.096325144 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01789355 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09583575 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009669247 ---Validation accuracy:--- 0.9726 Validation Loss: 0.0973303 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012089818 ---Validation accuracy:--- 0.971 Validation Loss: 0.09762514 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0134442095 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10094842 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023015628 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10016831 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058669005 ---Validation accuracy:--- 0.9706 Validation Loss: 0.099601455 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023712423 ---Validation accuracy:--- 0.9644 Validation Loss: 0.11114135 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011206751 ---Validation accuracy:--- 0.97 Validation Loss: 0.10284305 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026779413 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09940869 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11912079 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15251414 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.042092577 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12047986 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008464853 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11136981 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013233773 ---Validation accuracy:--- 0.9578 Validation Loss: 0.13249323 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013386369 ---Validation accuracy:--- 0.9652 Validation Loss: 0.115403906 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012687712 ---Validation accuracy:--- 0.965 Validation Loss: 0.113361135 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0192023 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10847971 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01487645 ---Validation accuracy:--- 0.97 Validation Loss: 0.10034996 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017006135 ---Validation accuracy:--- 0.9588 Validation Loss: 0.12364065 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03321884 ---Validation accuracy:--- 0.969 Validation Loss: 0.10270754 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020689659 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10040145 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018623814 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102728866 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026076041 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11502074 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022132339 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10369871 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010465265 ---Validation accuracy:--- 0.969 Validation Loss: 0.10712246 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0060633924 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10224717 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0101461485 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10129819 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013659775 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09862621 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016956825 ---Validation accuracy:--- 0.97 Validation Loss: 0.10632722 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017858924 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10681816 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06779687 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10755564 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012974041 ---Validation accuracy:--- 0.9674 Validation Loss: 0.107237816 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023720775 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117226675 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037864905 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13156526 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03479746 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09957784 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08298824 ---Validation accuracy:--- 0.9624 Validation Loss: 0.11928706 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0463537 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11227061 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037917074 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10417323 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021406755 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10039686 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01983177 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10244592 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024066748 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10153891 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037948646 ---Validation accuracy:--- 0.965 Validation Loss: 0.10843838 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021636305 ---Validation accuracy:--- 0.966 Validation Loss: 0.10693894 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027122164 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1024468 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00643661 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10181743 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014361067 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09520404 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04061758 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09507234 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06219956 ---Validation accuracy:--- 0.97 Validation Loss: 0.10211578 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013870529 ---Validation accuracy:--- 0.9706 Validation Loss: 0.096456036 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02036398 ---Validation accuracy:--- 0.968 Validation Loss: 0.112601355 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031280145 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10819436 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022681532 ---Validation accuracy:--- 0.97 Validation Loss: 0.101979606 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016199768 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09927871 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01997739 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109808266 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026992321 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10207732 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034792554 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09637296 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020020692 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10105792 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06632992 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09747787 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02548665 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106249 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04631671 ---Validation accuracy:--- 0.969 Validation Loss: 0.10292025 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043586798 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1109165 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0097661475 ---Validation accuracy:--- 0.9698 Validation Loss: 0.106055275 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016795428 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10402479 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024930129 ---Validation accuracy:--- 0.9656 Validation Loss: 0.116305605 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02183778 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1008337 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008968616 ---Validation accuracy:--- 0.971 Validation Loss: 0.09868708 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.094723865 ---Validation accuracy:--- 0.966 Validation Loss: 0.115183644 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015494969 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10169292 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04028094 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09912559 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021743411 ---Validation accuracy:--- 0.968 Validation Loss: 0.10337761 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031009294 ---Validation accuracy:--- 0.9708 Validation Loss: 0.101526804 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0153083755 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10500398 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026559716 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10637596 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03279586 ---Validation accuracy:--- 0.972 Validation Loss: 0.0942322 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021354664 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09396246 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.062261 ---Validation accuracy:--- 0.9606 Validation Loss: 0.1269321 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018546155 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10258993 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039293632 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10103802 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026484422 ---Validation accuracy:--- 0.9708 Validation Loss: 0.100043654 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020289632 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09987634 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016782513 ---Validation accuracy:--- 0.966 Validation Loss: 0.1171857 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.044452988 ---Validation accuracy:--- 0.966 Validation Loss: 0.11840627 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066938065 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12872349 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017024314 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09646851 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013062718 ---Validation accuracy:--- 0.968 Validation Loss: 0.11209304 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.007653383 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09660844 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023586906 ---Validation accuracy:--- 0.9672 Validation Loss: 0.106205896 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.040057164 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09568512 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01735804 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10845198 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015044842 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102792405 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020109762 ---Validation accuracy:--- 0.9712 Validation Loss: 0.102735 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016187266 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09274204 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0077814516 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08779541 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016072452 ---Validation accuracy:--- 0.9672 Validation Loss: 0.103948146 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010515941 ---Validation accuracy:--- 0.968 Validation Loss: 0.10594557 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011822965 ---Validation accuracy:--- 0.9668 Validation Loss: 0.111428246 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024986215 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1049889 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02574984 ---Validation accuracy:--- 0.97 Validation Loss: 0.107529834 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013028016 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Loss: 0.015125678 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10153904 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03937747 ---Validation accuracy:--- 0.972 Validation Loss: 0.09423034 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019401826 ---Validation accuracy:--- 0.9698 Validation Loss: 0.101893045 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021333108 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11231098 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023249155 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10521367 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015979268 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10014062 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012323036 ---Validation accuracy:--- 0.971 Validation Loss: 0.09743365 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.052380305 ---Validation accuracy:--- 0.964 Validation Loss: 0.12395615 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014572544 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10338709 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01351794 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10329375 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017910052 ---Validation accuracy:--- 0.9712 Validation Loss: 0.095950894 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016468193 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09446485 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.032039646 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09449696 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01360229 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09623203 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050584745 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09744376 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012896141 ---Validation accuracy:--- 0.9736 Validation Loss: 0.0967513 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011287533 ---Validation accuracy:--- 0.971 Validation Loss: 0.10291284 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03615528 ---Validation accuracy:--- 0.974 Validation Loss: 0.09264336 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015910106 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09584302 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035027456 ---Validation accuracy:--- 0.972 Validation Loss: 0.096743815 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016277255 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09601614 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017804744 ---Validation accuracy:--- 0.9682 Validation Loss: 0.107158914 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0106196655 ---Validation accuracy:--- 0.974 Validation Loss: 0.0942041 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07032979 ---Validation accuracy:--- 0.9712 Validation Loss: 0.1028781 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018999076 ---Validation accuracy:--- 0.965 Validation Loss: 0.11929532 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027177563 ---Validation accuracy:--- 0.9736 Validation Loss: 0.097227894 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020661201 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09200696 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020751009 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08908984 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013257755 ---Validation accuracy:--- 0.975 Validation Loss: 0.089356765 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025102498 ---Validation accuracy:--- 0.973 Validation Loss: 0.09250972 Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.05900564 ---Validation accuracy:--- 0.965 Validation Loss: 0.11249087 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025265407 ---Validation accuracy:--- 0.9666 Validation Loss: 0.115697145 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022558175 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09589217 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022771075 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0956349 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03772585 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1031697 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010053621 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09299961 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057262506 ---Validation accuracy:--- 0.9554 Validation Loss: 0.13489524 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019340802 ---Validation accuracy:--- 0.972 Validation Loss: 0.09749146 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02009117 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10054444 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06410581 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09871744 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023918042 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11335565 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0219131 ---Validation accuracy:--- 0.966 Validation Loss: 0.115205444 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023773944 ---Validation accuracy:--- 0.965 Validation Loss: 0.11704495 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013454703 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11139656 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015587113 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09720458 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030384513 ---Validation accuracy:--- 0.9688 Validation Loss: 0.106436454 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03980826 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10894808 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.034378853 ---Validation accuracy:--- 0.97 Validation Loss: 0.106180765 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029672965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.099229716 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03839121 ---Validation accuracy:--- 0.973 Validation Loss: 0.09738106 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014351571 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09642497 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.042846665 ---Validation accuracy:--- 0.971 Validation Loss: 0.10468191 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028397737 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113572314 Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09365385 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16730678 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.079832554 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18075737 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03195954 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14644624 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.047905326 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14033884 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05542789 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103277005 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03629877 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09701858 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02424598 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10189298 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041691273 ---Validation accuracy:--- 0.972 Validation Loss: 0.09840961 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030018102 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12671338 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023584165 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10101498 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013551935 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09706997 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018820485 ---Validation accuracy:--- 0.9718 Validation Loss: 0.098669015 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0513993 ---Validation accuracy:--- 0.9738 Validation Loss: 0.094295636 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040866602 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09418037 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017041838 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09443802 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024031803 ---Validation accuracy:--- 0.9694 Validation Loss: 0.103062145 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051666785 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13089874 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024575824 ---Validation accuracy:--- 0.974 Validation Loss: 0.095401846 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.037459567 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09927833 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022048574 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10930414 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037333123 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09280319 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012304897 ---Validation accuracy:--- 0.976 Validation Loss: 0.09268667 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020990582 ---Validation accuracy:--- 0.9722 Validation Loss: 0.097417384 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035954002 ---Validation accuracy:--- 0.9714 Validation Loss: 0.101073086 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015020809 ---Validation accuracy:--- 0.9746 Validation Loss: 0.090958774 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026894206 ---Validation accuracy:--- 0.973 Validation Loss: 0.09364867 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021848993 ---Validation accuracy:--- 0.9732 Validation Loss: 0.089294724 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017388921 ---Validation accuracy:--- 0.9732 Validation Loss: 0.0929779 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043657087 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08753074 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014521796 ---Validation accuracy:--- 0.975 Validation Loss: 0.08517995 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016215064 ---Validation accuracy:--- 0.9726 Validation Loss: 0.086601615 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05773909 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08684729 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020759491 ---Validation accuracy:--- 0.971 Validation Loss: 0.09830676 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01425417 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09975881 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018332876 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08799346 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026825175 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09372929 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039806277 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10217203 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026260138 ---Validation accuracy:--- 0.971 Validation Loss: 0.100725316 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022287592 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09466289 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018115846 ---Validation accuracy:--- 0.9718 Validation Loss: 0.0964489 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0793217 ---Validation accuracy:--- 0.9642 Validation Loss: 0.116673216 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011426411 ---Validation accuracy:--- 0.973 Validation Loss: 0.094246276 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019295754 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09589566 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020609833 ---Validation accuracy:--- 0.9682 Validation Loss: 0.105846606 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02261142 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08939535 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041387673 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08975899 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027720165 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08654258 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014045723 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08649409 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034770478 ---Validation accuracy:--- 0.972 Validation Loss: 0.09343228 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016893601 ---Validation accuracy:--- 0.975 Validation Loss: 0.09189624 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02906129 ---Validation accuracy:--- 0.9726 Validation Loss: 0.095466614 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024528198 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09806886 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019018408 ---Validation accuracy:--- 0.9714 Validation Loss: 0.0939192 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0079422975 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09451945 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009475329 ---Validation accuracy:--- 0.9716 Validation Loss: 0.097155586 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023495978 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11129823 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019861117 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09486234 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028693102 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11482319 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01722095 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09634652 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03712408 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10921109 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.049319845 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09475045 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015893377 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10353563 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014847797 ---Validation accuracy:--- 0.9708 Validation Loss: 0.100988455 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019952262 ---Validation accuracy:--- 0.972 Validation Loss: 0.1000263 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012948249 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09440168 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05536394 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09346207 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012979406 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10577566 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014871931 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10534265 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02060213 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11560141 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019234715 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10700666 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017420508 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10514868 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0071483646 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10273035 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011888156 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10023703 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015650703 ---Validation accuracy:--- 0.9712 Validation Loss: 0.0971 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00678851 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09329745 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.01706822 ---Validation accuracy:--- 0.97 Validation Loss: 0.103105724 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06903978 ---Validation accuracy:--- 0.9718 Validation Loss: 0.099306494 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011280344 ---Validation accuracy:--- 0.969 Validation Loss: 0.104138575 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035408415 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10513147 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.026683064 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10610687 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03088634 ---Validation accuracy:--- 0.9576 Validation Loss: 0.12998605 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0136194825 ---Validation accuracy:--- 0.9726 Validation Loss: 0.094775796 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015732314 ---Validation accuracy:--- 0.9724 Validation Loss: 0.098301046 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019958796 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0899235 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04275026 ---Validation accuracy:--- 0.9734 Validation Loss: 0.095131375 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011756399 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09233056 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010424363 ---Validation accuracy:--- 0.973 Validation Loss: 0.09382337 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022642817 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09307387 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03614507 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09200076 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03441508 ---Validation accuracy:--- 0.967 Validation Loss: 0.10823484 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.040347528 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09766592 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.015888246 ---Validation accuracy:--- 0.971 Validation Loss: 0.09978819 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024507942 ---Validation accuracy:--- 0.9716 Validation Loss: 0.096585825 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017237477 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0935926 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02471744 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09092388 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011533499 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09328501 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019933699 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09577818 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016029108 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08954148 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023030851 ---Validation accuracy:--- 0.9718 Validation Loss: 0.095054016 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01615131 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09192271 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028890014 ---Validation accuracy:--- 0.973 Validation Loss: 0.0950248 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017341202 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10289413 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011905091 ---Validation accuracy:--- 0.9728 Validation Loss: 0.097263604 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.048993815 ---Validation accuracy:--- 0.972 Validation Loss: 0.09791874 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.028371887 ---Validation accuracy:--- 0.975 Validation Loss: 0.08824951 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030779092 ---Validation accuracy:--- 0.9732 Validation Loss: 0.094617814 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025106737 ---Validation accuracy:--- 0.9574 Validation Loss: 0.13445985 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008092208 ---Validation accuracy:--- 0.975 Validation Loss: 0.09147635 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030062197 ---Validation accuracy:--- 0.9734 Validation Loss: 0.087654434 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023262331 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10752722 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04273609 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11710547 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0096624065 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09176249 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03723645 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11148712 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05812138 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10231323 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023749622 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09573752 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014557641 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08665532 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050898496 ---Validation accuracy:--- 0.9708 Validation Loss: 0.099919274 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016080473 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09504958 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04239881 ---Validation accuracy:--- 0.9752 Validation Loss: 0.089174606 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017744042 ---Validation accuracy:--- 0.9744 Validation Loss: 0.084393546 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01663323 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08640383 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016376244 ---Validation accuracy:--- 0.972 Validation Loss: 0.096127726 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00882437 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08797179 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013973963 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08921186 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03172309 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09263353 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051082958 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09274252 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022035336 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10598113 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03150448 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1095636 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040554672 ---Validation accuracy:--- 0.966 Validation Loss: 0.110710435 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026994815 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09792496 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023992252 ---Validation accuracy:--- 0.9722 Validation Loss: 0.093646385 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016933333 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08698602 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015612252 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08227676 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041489925 ---Validation accuracy:--- 0.9744 Validation Loss: 0.094237186 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013719886 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086351044 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018390628 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09536078 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023454323 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08455 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0077548907 ---Validation accuracy:--- 0.9768 Validation Loss: 0.083238125 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01547986 ---Validation accuracy:--- 0.9758 Validation Loss: 0.085952125 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011836481 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08839262 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021177225 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09953201 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01573345 ---Validation accuracy:--- 0.975 Validation Loss: 0.0881809 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015253293 ---Validation accuracy:--- 0.9756 Validation Loss: 0.089347646 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02350333 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08896077 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010295882 ---Validation accuracy:--- 0.9752 Validation Loss: 0.085918285 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055619817 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08359166 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05615962 ---Validation accuracy:--- 0.9704 Validation Loss: 0.100066684 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014949934 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09470736 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05115895 ---Validation accuracy:--- 0.972 Validation Loss: 0.09387352 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010334184 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08250228 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034427475 ---Validation accuracy:--- 0.9758 Validation Loss: 0.083817944 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043375574 ---Validation accuracy:--- 0.976 Validation Loss: 0.082171634 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014874887 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09464289 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012389455 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08668883 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03331424 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09117108 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015349457 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09922018 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023846135 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08957389 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051291827 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09510781 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024282223 ---Validation accuracy:--- 0.9724 Validation Loss: 0.095297284 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020113278 ---Validation accuracy:--- 0.975 Validation Loss: 0.08671946 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015632153 ---Validation accuracy:--- 0.976 Validation Loss: 0.08600769 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012553436 ---Validation accuracy:--- 0.974 Validation Loss: 0.09089845 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011241331 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09260989 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.054370847 ---Validation accuracy:--- 0.9728 Validation Loss: 0.095764376 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018733881 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10382418 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039978098 ---Validation accuracy:--- 0.973 Validation Loss: 0.09224253 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029534444 ---Validation accuracy:--- 0.97 Validation Loss: 0.09724231 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015072653 ---Validation accuracy:--- 0.971 Validation Loss: 0.09876317 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017312244 ---Validation accuracy:--- 0.968 Validation Loss: 0.107093945 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015911074 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08668036 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020836243 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08567295 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028006027 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08597487 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018931454 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0830856 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01533608 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08657976 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03533798 ---Validation accuracy:--- 0.97 Validation Loss: 0.101169504 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012710017 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08886013 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.033338115 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09214771 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015107897 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08877986 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009735557 ---Validation accuracy:--- 0.9716 Validation Loss: 0.08992394 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010540167 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08548572 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020694437 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09210637 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015147972 ---Validation accuracy:--- 0.974 Validation Loss: 0.088645786 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012016321 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08852557 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024108242 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10526521 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018000783 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09395473 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011270578 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08878909 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015750939 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08332681 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009333531 ---Validation accuracy:--- 0.975 Validation Loss: 0.08456156 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021935806 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08666991 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016251728 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08795929 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039372366 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08589792 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014444914 ---Validation accuracy:--- 0.9728 Validation Loss: 0.091962375 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011345083 ---Validation accuracy:--- 0.9766 Validation Loss: 0.083027154 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013890159 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08354754 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013004956 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09324736 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00659454 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09077936 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.007060473 ---Validation accuracy:--- 0.9704 Validation Loss: 0.0926763 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028333025 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09708118 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02281733 ---Validation accuracy:--- 0.973 Validation Loss: 0.08951743 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019599888 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08292695 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013691537 ---Validation accuracy:--- 0.976 Validation Loss: 0.082014054 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016693242 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08963664 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0124824215 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08883658 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0147508355 ---Validation accuracy:--- 0.973 Validation Loss: 0.08680129 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013445658 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08527528 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014928764 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09395677 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04665048 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09199601 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013605981 ---Validation accuracy:--- 0.9776 Validation Loss: 0.082987 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029173784 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09120786 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008146552 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082435206 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022967927 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08213085 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016243994 ---Validation accuracy:--- 0.975 Validation Loss: 0.08798675 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02207335 ---Validation accuracy:--- 0.975 Validation Loss: 0.08337647 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024573777 ---Validation accuracy:--- 0.976 Validation Loss: 0.08191819 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0065457886 ---Validation accuracy:--- 0.974 Validation Loss: 0.088077836 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.004977802 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08686511 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01453902 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0864663 Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.061905432 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09257322 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018880554 ---Validation accuracy:--- 0.9746 Validation Loss: 0.083865725 Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03781819 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09417637 Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0075662867 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10105514 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019456077 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08913071 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0092331525 ---Validation accuracy:--- 0.976 Validation Loss: 0.085492186 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0215759 ---Validation accuracy:--- 0.9728 Validation Loss: 0.097190246 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010821168 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10710483 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012146137 ---Validation accuracy:--- 0.968 Validation Loss: 0.10660444 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.027347453 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09093652 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0114815235 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089359574 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01655652 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08645233 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061620988 ---Validation accuracy:--- 0.9696 Validation Loss: 0.104872145 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013886099 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08964472 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010241587 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08834264 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012225401 ---Validation accuracy:--- 0.9722 Validation Loss: 0.091404654 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03896775 ---Validation accuracy:--- 0.9698 Validation Loss: 0.095677555 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0132441735 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08909073 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008381751 ---Validation accuracy:--- 0.9728 Validation Loss: 0.092722625 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01169332 ---Validation accuracy:--- 0.974 Validation Loss: 0.09010903 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021003587 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09657215 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010718563 ---Validation accuracy:--- 0.9736 Validation Loss: 0.090021886 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018361988 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09783962 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010473416 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083971664 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016352901 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08977493 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024902048 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08885684 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024373846 ---Validation accuracy:--- 0.9692 Validation Loss: 0.102194846 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020261236 ---Validation accuracy:--- 0.971 Validation Loss: 0.09417439 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008294631 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09060328 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007075642 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09847378 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014708297 ---Validation accuracy:--- 0.974 Validation Loss: 0.08878153 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029309887 ---Validation accuracy:--- 0.9702 Validation Loss: 0.093304835 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012967051 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10077279 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015709506 ---Validation accuracy:--- 0.975 Validation Loss: 0.086821645 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011506911 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08982583 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008150941 ---Validation accuracy:--- 0.9756 Validation Loss: 0.088456266 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012099018 ---Validation accuracy:--- 0.975 Validation Loss: 0.0891089 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016259719 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10097647 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032041382 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089880295 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019011075 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09258661 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03409339 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08780374 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016890053 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0903811 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.040623054 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09591239 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01111902 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0872529 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0064110113 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08562713 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010017688 ---Validation accuracy:--- 0.974 Validation Loss: 0.08777106 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0539802 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10527027 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012245059 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09107776 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007233709 ---Validation accuracy:--- 0.9742 Validation Loss: 0.086985275 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013604023 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09258905 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0104665505 ---Validation accuracy:--- 0.975 Validation Loss: 0.08428788 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013024139 ---Validation accuracy:--- 0.9736 Validation Loss: 0.087774515 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015722197 ---Validation accuracy:--- 0.9728 Validation Loss: 0.087328784 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025820661 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09751533 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0103359055 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0804072 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017864779 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081191525 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0077447514 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08236136 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007570561 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08184874 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02835238 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09004591 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.030612854 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08455917 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02629858 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10516632 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00713361 ---Validation accuracy:--- 0.9726 Validation Loss: 0.093549244 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013584325 ---Validation accuracy:--- 0.9756 Validation Loss: 0.085699685 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.020388447 ---Validation accuracy:--- 0.972 Validation Loss: 0.09583602 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019764325 ---Validation accuracy:--- 0.9742 Validation Loss: 0.093097635 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.016335273 ---Validation accuracy:--- 0.9726 Validation Loss: 0.091650985 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0083333105 ---Validation accuracy:--- 0.9708 Validation Loss: 0.0974176 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014257619 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09368207 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014137358 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09045962 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011340525 ---Validation accuracy:--- 0.974 Validation Loss: 0.08974728 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037346 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09781557 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064936616 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10990785 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013458989 ---Validation accuracy:--- 0.9728 Validation Loss: 0.095456935 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02530201 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08749486 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010882747 ---Validation accuracy:--- 0.976 Validation Loss: 0.08535536 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01682553 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08595111 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015607685 ---Validation accuracy:--- 0.9714 Validation Loss: 0.094739616 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022023397 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08586742 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011597093 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07968268 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012884617 ---Validation accuracy:--- 0.978 Validation Loss: 0.079264805 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012609827 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08066248 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006644478 ---Validation accuracy:--- 0.976 Validation Loss: 0.08328285 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011351986 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08475113 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010274488 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08289625 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009643042 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08088403 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009179314 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08118884 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014839778 ---Validation accuracy:--- 0.971 Validation Loss: 0.09932707 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011063124 ---Validation accuracy:--- 0.974 Validation Loss: 0.08776167 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009214102 ---Validation accuracy:--- 0.9748 Validation Loss: 0.083887085 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0070206616 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08753863 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0076742037 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08196143 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015209412 ---Validation accuracy:--- 0.9722 Validation Loss: 0.094726995 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015161712 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09740445 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009682249 ---Validation accuracy:--- 0.9748 Validation Loss: 0.087712914 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012351884 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089771315 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04513438 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10475296 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011732253 ---Validation accuracy:--- 0.973 Validation Loss: 0.08933645 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009112129 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08586071 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009825105 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09234269 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026560469 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08490364 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009789365 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08694212 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009751869 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09156146 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016531637 ---Validation accuracy:--- 0.967 Validation Loss: 0.10477203 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010086317 ---Validation accuracy:--- 0.976 Validation Loss: 0.082488455 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071485876 ---Validation accuracy:--- 0.975 Validation Loss: 0.08278972 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0050308327 ---Validation accuracy:--- 0.9746 Validation Loss: 0.086741105 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01367071 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0869246 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014165671 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0864782 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007901821 ---Validation accuracy:--- 0.975 Validation Loss: 0.08585803 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011472068 ---Validation accuracy:--- 0.976 Validation Loss: 0.082696915 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008763346 ---Validation accuracy:--- 0.976 Validation Loss: 0.0827567 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019029645 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08305387 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008951447 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08181372 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008383794 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08165946 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02122168 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08434939 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019197606 ---Validation accuracy:--- 0.975 Validation Loss: 0.08419565 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007088813 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08436439 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009204112 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08280606 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007909528 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08017909 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016503962 ---Validation accuracy:--- 0.976 Validation Loss: 0.083799 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013440004 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081942424 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006752696 ---Validation accuracy:--- 0.977 Validation Loss: 0.07730735 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009032065 ---Validation accuracy:--- 0.974 Validation Loss: 0.08574587 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008964586 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08220216 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01119158 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07852985 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01768964 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08012699 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.039383106 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09200832 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069977795 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0906512 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019065458 ---Validation accuracy:--- 0.974 Validation Loss: 0.08858691 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.018739842 ---Validation accuracy:--- 0.973 Validation Loss: 0.09336424 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019557834 ---Validation accuracy:--- 0.9732 Validation Loss: 0.0868671 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0290821 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08863716 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018525638 ---Validation accuracy:--- 0.972 Validation Loss: 0.08794667 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0072306655 ---Validation accuracy:--- 0.9722 Validation Loss: 0.089166775 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011004017 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08205988 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010355934 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09030098 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048156325 ---Validation accuracy:--- 0.9664 Validation Loss: 0.109361134 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009572531 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10162602 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010846978 ---Validation accuracy:--- 0.9738 Validation Loss: 0.087178305 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005931616 ---Validation accuracy:--- 0.9748 Validation Loss: 0.083558775 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011082489 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08698704 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019748908 ---Validation accuracy:--- 0.976 Validation Loss: 0.082809485 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014552813 ---Validation accuracy:--- 0.976 Validation Loss: 0.08137306 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024676513 ---Validation accuracy:--- 0.971 Validation Loss: 0.09072561 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012621351 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08036299 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011996017 ---Validation accuracy:--- 0.974 Validation Loss: 0.0862073 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006241384 ---Validation accuracy:--- 0.9744 Validation Loss: 0.086068206 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009860318 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07709741 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013301842 ---Validation accuracy:--- 0.9724 Validation Loss: 0.087499656 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007946237 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07759486 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009759028 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07819652 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0042445045 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07826434 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008212844 ---Validation accuracy:--- 0.9766 Validation Loss: 0.077744626 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069906847 ---Validation accuracy:--- 0.9748 Validation Loss: 0.080292195 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0038685214 ---Validation accuracy:--- 0.976 Validation Loss: 0.077313125 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006570375 ---Validation accuracy:--- 0.9766 Validation Loss: 0.076551914 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010297824 ---Validation accuracy:--- 0.978 Validation Loss: 0.074360445 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061102863 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07629299 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015982851 ---Validation accuracy:--- 0.9744 Validation Loss: 0.084979154 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014207851 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08649748 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008800294 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08359254 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016686007 ---Validation accuracy:--- 0.974 Validation Loss: 0.08121761 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0101472875 ---Validation accuracy:--- 0.9758 Validation Loss: 0.078332126 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009944203 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08509236 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009567034 ---Validation accuracy:--- 0.974 Validation Loss: 0.084567174 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005158147 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08081852 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009167189 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08325173 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0085574 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08238951 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008729913 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09552 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03679252 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09131262 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0142171085 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09327439 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009447569 ---Validation accuracy:--- 0.973 Validation Loss: 0.09573368 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010761816 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11598833 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013032641 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08650295 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01004752 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08157737 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0027051591 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08185088 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013046077 ---Validation accuracy:--- 0.974 Validation Loss: 0.0857553 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015215035 ---Validation accuracy:--- 0.973 Validation Loss: 0.09174278 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00872196 ---Validation accuracy:--- 0.974 Validation Loss: 0.08463022 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010571045 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08402788 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006878338 ---Validation accuracy:--- 0.9746 Validation Loss: 0.079830796 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007273911 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09005108 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0057656146 ---Validation accuracy:--- 0.9732 Validation Loss: 0.086395375 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014440129 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08087657 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013712151 ---Validation accuracy:--- 0.9778 Validation Loss: 0.078807585 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008161007 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07769175 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0250035 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08666715 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0074077784 ---Validation accuracy:--- 0.9744 Validation Loss: 0.0897934 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007385099 ---Validation accuracy:--- 0.975 Validation Loss: 0.09116645 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008892887 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08147184 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011728637 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08179908 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.042184286 ---Validation accuracy:--- 0.96 Validation Loss: 0.12944932 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022090228 ---Validation accuracy:--- 0.975 Validation Loss: 0.090136304 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00760776 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08870729 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006977283 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08312047 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0055703665 ---Validation accuracy:--- 0.974 Validation Loss: 0.09075752 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013245611 ---Validation accuracy:--- 0.9752 Validation Loss: 0.091081 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02001382 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09834122 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004081251 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0827142 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007718599 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08491835 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01141705 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08333473 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011357584 ---Validation accuracy:--- 0.9758 Validation Loss: 0.086878665 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005132722 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086395726 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008570346 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08521806 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014826276 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076775484 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0031886315 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07801368 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067738546 ---Validation accuracy:--- 0.9712 Validation Loss: 0.098354205 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061231717 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08704875 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014568234 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08422395 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0055053975 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08429591 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009934791 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09232414 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014283644 ---Validation accuracy:--- 0.975 Validation Loss: 0.08811797 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.016363027 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08300783 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013823855 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08492675 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019238291 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08664697 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008470829 ---Validation accuracy:--- 0.9746 Validation Loss: 0.087592624 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007310529 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08557654 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011515674 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08519669 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009519308 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08433183 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067416965 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08263041 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010869067 ---Validation accuracy:--- 0.975 Validation Loss: 0.08190248 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02155041 ---Validation accuracy:--- 0.979 Validation Loss: 0.08081546 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009558187 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07825122 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016679788 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08468295 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013080964 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08371552 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01373855 ---Validation accuracy:--- 0.9766 Validation Loss: 0.085004844 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06940706 ---Validation accuracy:--- 0.976 Validation Loss: 0.081088014 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019678129 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07841936 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058093057 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07853718 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013439186 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084158525 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071415543 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08581687 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011026859 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08447158 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063732183 ---Validation accuracy:--- 0.9742 Validation Loss: 0.089074805 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012963937 ---Validation accuracy:--- 0.974 Validation Loss: 0.09027965 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03797991 ---Validation accuracy:--- 0.9724 Validation Loss: 0.090355664 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01212097 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08733401 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004955268 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08765073 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022883177 ---Validation accuracy:--- 0.9714 Validation Loss: 0.095768236 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025080603 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08999386 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0042023514 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08733363 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013204073 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09317956 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015405694 ---Validation accuracy:--- 0.9726 Validation Loss: 0.096105285 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036849502 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090531215 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015229056 ---Validation accuracy:--- 0.977 Validation Loss: 0.081610106 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008493815 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08635886 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009777454 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08446825 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023229852 ---Validation accuracy:--- 0.9756 Validation Loss: 0.082800545 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0082129855 ---Validation accuracy:--- 0.9744 Validation Loss: 0.087498434 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012718823 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08646638 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010042247 ---Validation accuracy:--- 0.9742 Validation Loss: 0.084623955 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008573852 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083502576 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0082805995 ---Validation accuracy:--- 0.9754 Validation Loss: 0.083433494 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021084242 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08321189 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008479957 ---Validation accuracy:--- 0.973 Validation Loss: 0.0931129 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010674965 ---Validation accuracy:--- 0.976 Validation Loss: 0.08489665 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006376127 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08714341 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02869834 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08971703 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019202521 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08221157 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008568321 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08473491 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014471564 ---Validation accuracy:--- 0.975 Validation Loss: 0.08781845 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004536336 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08456841 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01911115 ---Validation accuracy:--- 0.9768 Validation Loss: 0.080682755 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023658844 ---Validation accuracy:--- 0.9682 Validation Loss: 0.09995212 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00798802 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09560198 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019147787 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08659608 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0075032413 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08489729 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008797072 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08071862 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008582429 ---Validation accuracy:--- 0.9726 Validation Loss: 0.08934952 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009723302 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09068563 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009510245 ---Validation accuracy:--- 0.976 Validation Loss: 0.08460641 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010178102 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08439969 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011888808 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0788776 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009293067 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0800344 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0072357906 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08158412 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010459118 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07941645 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008561339 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08064681 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0077612493 ---Validation accuracy:--- 0.978 Validation Loss: 0.07964016 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007170279 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08942333 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013190227 ---Validation accuracy:--- 0.974 Validation Loss: 0.0857456 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02924748 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09296505 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028354902 ---Validation accuracy:--- 0.9752 Validation Loss: 0.086058326 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010033464 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08269663 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010859196 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08510922 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003685435 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08785024 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019602986 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09272873 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013073962 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09200427 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023286797 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0872309 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0143881515 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09320715 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032792374 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09739205 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010731289 ---Validation accuracy:--- 0.9744 Validation Loss: 0.087589405 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025704075 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10042807 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007761427 ---Validation accuracy:--- 0.974 Validation Loss: 0.084809385 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0048771026 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08104359 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0059235096 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08145741 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0057071014 ---Validation accuracy:--- 0.976 Validation Loss: 0.0821607 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008528541 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07798623 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008566602 ---Validation accuracy:--- 0.9772 Validation Loss: 0.078283094 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.013695342 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07897218 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008464102 ---Validation accuracy:--- 0.9748 Validation Loss: 0.084610336 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010432358 ---Validation accuracy:--- 0.973 Validation Loss: 0.09060354 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026849665 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08002128 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007018538 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07936145 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007054798 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08396837 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008336714 ---Validation accuracy:--- 0.975 Validation Loss: 0.08375535 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015865576 ---Validation accuracy:--- 0.977 Validation Loss: 0.08078441 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008284012 ---Validation accuracy:--- 0.973 Validation Loss: 0.085798025 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021791007 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08074488 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007213676 ---Validation accuracy:--- 0.9738 Validation Loss: 0.081812784 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010577934 ---Validation accuracy:--- 0.976 Validation Loss: 0.08054053 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025926702 ---Validation accuracy:--- 0.969 Validation Loss: 0.09633736 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011227613 ---Validation accuracy:--- 0.9736 Validation Loss: 0.084509805 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0120422365 ---Validation accuracy:--- 0.9714 Validation Loss: 0.084455356 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01018887 ---Validation accuracy:--- 0.974 Validation Loss: 0.08193663 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04644661 ---Validation accuracy:--- 0.9688 Validation Loss: 0.09906462 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06517621 ---Validation accuracy:--- 0.9696 Validation Loss: 0.09340677 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013898811 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09371498 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055701256 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10256706 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005906143 ---Validation accuracy:--- 0.969 Validation Loss: 0.10576886 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0040285233 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08912524 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011994302 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08219514 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00841804 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08937667 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0059534227 ---Validation accuracy:--- 0.9708 Validation Loss: 0.0981025 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008170572 ---Validation accuracy:--- 0.975 Validation Loss: 0.08976399 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012722057 ---Validation accuracy:--- 0.9752 Validation Loss: 0.090893395 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014423005 ---Validation accuracy:--- 0.9728 Validation Loss: 0.092940986 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038161915 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12030687 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0175042 ---Validation accuracy:--- 0.9706 Validation Loss: 0.104052626 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029717451 ---Validation accuracy:--- 0.9678 Validation Loss: 0.108707376 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020750964 ---Validation accuracy:--- 0.9678 Validation Loss: 0.110065676 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008063464 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09720327 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03494452 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09497712 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015454221 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08687815 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026115261 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09300311 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015400576 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08279993 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009009301 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09375844 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013507493 ---Validation accuracy:--- 0.9722 Validation Loss: 0.092299595 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0086992355 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08460562 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008518387 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08121588 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014022044 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08300936 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008618443 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07873292 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013787512 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0755133 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01345255 ---Validation accuracy:--- 0.9776 Validation Loss: 0.079602115 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013233657 ---Validation accuracy:--- 0.9774 Validation Loss: 0.079980195 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023513522 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09194533 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030971587 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083225176 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069280034 ---Validation accuracy:--- 0.975 Validation Loss: 0.08032601 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028528735 ---Validation accuracy:--- 0.9716 Validation Loss: 0.08921011 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011502986 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09573103 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067878366 ---Validation accuracy:--- 0.9758 Validation Loss: 0.083031155 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0064507974 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09599802 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02494231 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08921755 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016709564 ---Validation accuracy:--- 0.9768 Validation Loss: 0.083457656 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051263556 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08369674 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01578922 ---Validation accuracy:--- 0.975 Validation Loss: 0.08601803 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058897166 ---Validation accuracy:--- 0.9762 Validation Loss: 0.079822704 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009063661 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0896926 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012778756 ---Validation accuracy:--- 0.975 Validation Loss: 0.08191507 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011234896 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07974607 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008436332 ---Validation accuracy:--- 0.975 Validation Loss: 0.08157194 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013190237 ---Validation accuracy:--- 0.976 Validation Loss: 0.07981095 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01746598 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08631227 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005162808 ---Validation accuracy:--- 0.975 Validation Loss: 0.08194837 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015059755 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07698007 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01463011 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07748824 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008206597 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07925498 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012731975 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08010208 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029705662 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08417935 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013313154 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08072993 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014692919 ---Validation accuracy:--- 0.9766 Validation Loss: 0.080067016 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073154233 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07705792 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013512552 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07587765 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0049691885 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07550901 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.049658943 ---Validation accuracy:--- 0.977 Validation Loss: 0.08294774 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009056995 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076063074 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012729707 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07804081 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016914383 ---Validation accuracy:--- 0.976 Validation Loss: 0.08699249 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007031113 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08603729 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0066670026 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07733297 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014904452 ---Validation accuracy:--- 0.975 Validation Loss: 0.08850862 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008813299 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08393484 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016629783 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08628238 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016332021 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08499071 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012450507 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08496693 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015473979 ---Validation accuracy:--- 0.976 Validation Loss: 0.08336102 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004920989 ---Validation accuracy:--- 0.9728 Validation Loss: 0.08986937 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.017652847 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081254706 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0062091993 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09652681 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1294237 ---Validation accuracy:--- 0.968 Validation Loss: 0.10629242 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008706736 ---Validation accuracy:--- 0.9726 Validation Loss: 0.089692235 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01229797 ---Validation accuracy:--- 0.976 Validation Loss: 0.08553517 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013065069 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08519645 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01032737 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08384274 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0062176357 ---Validation accuracy:--- 0.976 Validation Loss: 0.08066758 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017547645 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07713672 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009276689 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078086264 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071700835 ---Validation accuracy:--- 0.978 Validation Loss: 0.07707806 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020898443 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084655605 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005333264 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08452044 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073520094 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08032788 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004468761 ---Validation accuracy:--- 0.9748 Validation Loss: 0.087101504 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0065703164 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08646398 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013692277 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08238315 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009357968 ---Validation accuracy:--- 0.9736 Validation Loss: 0.085079886 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061648055 ---Validation accuracy:--- 0.979 Validation Loss: 0.07786689 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008186706 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08358304 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011921103 ---Validation accuracy:--- 0.9742 Validation Loss: 0.0810177 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013098315 ---Validation accuracy:--- 0.9726 Validation Loss: 0.089876495 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030392867 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08708962 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0261673 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07830678 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009712202 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07854002 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038989667 ---Validation accuracy:--- 0.9684 Validation Loss: 0.09896434 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016352186 ---Validation accuracy:--- 0.9732 Validation Loss: 0.089953296 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068620658 ---Validation accuracy:--- 0.978 Validation Loss: 0.076302335 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014124944 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07809986 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068005985 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08206165 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020052025 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0885691 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009838191 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07558346 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011339457 ---Validation accuracy:--- 0.9784 Validation Loss: 0.071583144 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005473268 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07241813 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012560554 ---Validation accuracy:--- 0.9792 Validation Loss: 0.071239896 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0075861444 ---Validation accuracy:--- 0.9748 Validation Loss: 0.07939764 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022776522 ---Validation accuracy:--- 0.975 Validation Loss: 0.08125545 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010873399 ---Validation accuracy:--- 0.9794 Validation Loss: 0.072958626 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009337737 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07546735 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0037353383 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076049305 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012709328 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07520042 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012506454 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09285424 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0076411637 ---Validation accuracy:--- 0.977 Validation Loss: 0.0771566 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024056861 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07988118 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006914368 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07714589 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056969438 ---Validation accuracy:--- 0.978 Validation Loss: 0.07576463 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009429917 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07451338 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008521703 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07411085 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01774305 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08568646 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014902275 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07589842 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009872242 ---Validation accuracy:--- 0.9774 Validation Loss: 0.074951746 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069037997 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07742841 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008353337 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08913884 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.020802986 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09725149 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.041515864 ---Validation accuracy:--- 0.9722 Validation Loss: 0.092929214 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.014890116 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07529816 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0065777446 ---Validation accuracy:--- 0.979 Validation Loss: 0.07373487 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011339672 ---Validation accuracy:--- 0.979 Validation Loss: 0.073454306 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00883657 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07342374 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012404076 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075134315 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0095938295 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07635601 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010082726 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08166353 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0045087375 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07633653 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028415484 ---Validation accuracy:--- 0.9724 Validation Loss: 0.084947355 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01487612 ---Validation accuracy:--- 0.9688 Validation Loss: 0.09639575 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007985225 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08247421 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01714768 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08570887 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006857681 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07998031 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023361752 ---Validation accuracy:--- 0.967 Validation Loss: 0.109140456 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068993974 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09169067 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008939844 ---Validation accuracy:--- 0.9736 Validation Loss: 0.087066896 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023719233 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078770824 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011389312 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0766029 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073174518 ---Validation accuracy:--- 0.9782 Validation Loss: 0.081067465 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071570682 ---Validation accuracy:--- 0.979 Validation Loss: 0.08021943 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017624205 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08308061 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015854247 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08221523 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067542265 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07975123 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0060081887 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078171134 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013738939 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08205344 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00544083 ---Validation accuracy:--- 0.976 Validation Loss: 0.08323455 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015167989 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08449961 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017410628 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09394099 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008953572 ---Validation accuracy:--- 0.9702 Validation Loss: 0.100821674 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.018034268 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09537506 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008799915 ---Validation accuracy:--- 0.9762 Validation Loss: 0.081692636 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008253837 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07383354 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0060729897 ---Validation accuracy:--- 0.9798 Validation Loss: 0.072740525 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063975 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07220889 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00884263 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0715554 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009186829 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07433591 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012037318 ---Validation accuracy:--- 0.9764 Validation Loss: 0.076821975 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0051673795 ---Validation accuracy:--- 0.976 Validation Loss: 0.07913679 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011264553 ---Validation accuracy:--- 0.9774 Validation Loss: 0.077194184 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015986104 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0798573 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022539236 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08098403 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011863652 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07649296 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0074054296 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07389091 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0051771333 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07591443 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005319389 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07467039 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020946853 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07782482 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005617619 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08066734 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005939068 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08007278 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0036905224 ---Validation accuracy:--- 0.9766 Validation Loss: 0.0835902 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008308798 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08314583 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008266778 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0789329 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017521225 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0770145 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007128718 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07396261 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003868978 ---Validation accuracy:--- 0.977 Validation Loss: 0.07666679 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.022191651 ---Validation accuracy:--- 0.9786 Validation Loss: 0.073442176 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004416247 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08318639 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04810074 ---Validation accuracy:--- 0.974 Validation Loss: 0.08439541 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003513104 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0814504 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007636873 ---Validation accuracy:--- 0.9756 Validation Loss: 0.07932078 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008327689 ---Validation accuracy:--- 0.9768 Validation Loss: 0.078852415 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00770618 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09341507 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0050474275 ---Validation accuracy:--- 0.9736 Validation Loss: 0.089431725 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019550795 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09691132 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006336084 ---Validation accuracy:--- 0.9734 Validation Loss: 0.091095805 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01594045 ---Validation accuracy:--- 0.9764 Validation Loss: 0.087647006 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012368129 ---Validation accuracy:--- 0.9764 Validation Loss: 0.088380225 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006014762 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09191772 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071676928 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08301095 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01102861 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08182505 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00600149 ---Validation accuracy:--- 0.977 Validation Loss: 0.07944259 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01678753 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07817477 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005631506 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07310555 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008607048 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07347875 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013542474 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074926965 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009538729 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07269117 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010933516 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081700854 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005472288 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08026441 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006424681 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07841981 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0066541284 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07463798 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020084256 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08039564 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012908535 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08832198 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014793728 ---Validation accuracy:--- 0.976 Validation Loss: 0.08722891 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01547539 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10821184 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061243074 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10888207 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009732765 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10555445 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01250698 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0970697 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058243345 ---Validation accuracy:--- 0.9758 Validation Loss: 0.084593356 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0043797176 ---Validation accuracy:--- 0.9766 Validation Loss: 0.082484715 Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.051248055 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09976043 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003193805 ---Validation accuracy:--- 0.976 Validation Loss: 0.08373009 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009204682 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076765575 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0034214342 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07674391 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010301768 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08094864 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025034599 ---Validation accuracy:--- 0.97 Validation Loss: 0.113669336 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008327572 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08164451 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009392318 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08456865 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063891667 ---Validation accuracy:--- 0.978 Validation Loss: 0.08240683 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004571474 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0859621 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009185839 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08041971 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0095069455 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08026678 Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025272623 ---Validation accuracy:--- 0.9688 Validation Loss: 0.110066235 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008884786 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0839464 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021386633 ---Validation accuracy:--- 0.976 Validation Loss: 0.08787806 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007662204 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07986445 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0097601125 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073884524 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004553838 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07306852 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0029732273 ---Validation accuracy:--- 0.98 Validation Loss: 0.07322428 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013885767 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07484897 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005246253 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0800382 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073814597 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07676538 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0054870313 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08078288 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005692339 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07750681 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009457088 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07912982 Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0081765475 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0781554 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007538377 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07615868 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010486131 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07464483 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075029396 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07973435 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007414954 ---Validation accuracy:--- 0.979 Validation Loss: 0.07516842 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008565379 ---Validation accuracy:--- 0.98 Validation Loss: 0.07650657 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028202841 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08054449 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.018467514 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07836397 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00576428 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071117505 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015612316 ---Validation accuracy:--- 0.979 Validation Loss: 0.07425264 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052790283 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07889836 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020737352 ---Validation accuracy:--- 0.978 Validation Loss: 0.082490586 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076192846 ---Validation accuracy:--- 0.979 Validation Loss: 0.081095114 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036380254 ---Validation accuracy:--- 0.9754 Validation Loss: 0.07937362 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011041104 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081631206 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062731584 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07401084 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009400401 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07306564 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010098695 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07470528 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00597677 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08107405 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052986676 ---Validation accuracy:--- 0.977 Validation Loss: 0.08004976 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005089371 ---Validation accuracy:--- 0.9744 Validation Loss: 0.085778385 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015240696 ---Validation accuracy:--- 0.971 Validation Loss: 0.0961604 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028112613 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08490709 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007495091 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07880177 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014161229 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07499676 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007009928 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07412853 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011819587 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07313567 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008298666 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074902125 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00423009 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07304535 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009674919 ---Validation accuracy:--- 0.98 Validation Loss: 0.07130597 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008573159 ---Validation accuracy:--- 0.981 Validation Loss: 0.06970782 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050073564 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072380036 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062259543 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073933534 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0079482915 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08322868 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007445833 ---Validation accuracy:--- 0.979 Validation Loss: 0.07588883 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021822546 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076218806 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0023038816 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07248121 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01553309 ---Validation accuracy:--- 0.9788 Validation Loss: 0.075586304 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010247466 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07318402 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0124356225 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0731803 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01720544 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0749331 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076559116 ---Validation accuracy:--- 0.976 Validation Loss: 0.076765746 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01807733 ---Validation accuracy:--- 0.9722 Validation Loss: 0.091672935 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007977253 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08230835 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027535749 ---Validation accuracy:--- 0.9764 Validation Loss: 0.078186825 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0140898535 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07670335 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.023570783 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08896013 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008937724 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07804058 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065646297 ---Validation accuracy:--- 0.978 Validation Loss: 0.07328158 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0067729745 ---Validation accuracy:--- 0.9768 Validation Loss: 0.075214796 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008055296 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07832789 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068734195 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076919176 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01530098 ---Validation accuracy:--- 0.978 Validation Loss: 0.080746755 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0084448345 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07523132 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0064766193 ---Validation accuracy:--- 0.9762 Validation Loss: 0.078826874 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020866465 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08685405 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010553869 ---Validation accuracy:--- 0.9736 Validation Loss: 0.085460566 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011717427 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07565879 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073247706 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07678856 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048770667 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07578495 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052504493 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07436409 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048332606 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07308112 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03947987 ---Validation accuracy:--- 0.98 Validation Loss: 0.07283561 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02262057 ---Validation accuracy:--- 0.981 Validation Loss: 0.07125283 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012179654 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076126695 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004255811 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07891655 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008217606 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07522165 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014364121 ---Validation accuracy:--- 0.978 Validation Loss: 0.081040025 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053943167 ---Validation accuracy:--- 0.979 Validation Loss: 0.078650214 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0051456536 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073259585 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003213593 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07104222 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008641889 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0790764 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002623883 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07526527 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010439018 ---Validation accuracy:--- 0.978 Validation Loss: 0.07634811 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05405078 ---Validation accuracy:--- 0.9718 Validation Loss: 0.096961655 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019926878 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09098245 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005271458 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07844098 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0056383247 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07540887 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004463292 ---Validation accuracy:--- 0.981 Validation Loss: 0.07362936 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061041145 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07498502 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054144263 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0730273 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03623451 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09521172 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042062993 ---Validation accuracy:--- 0.977 Validation Loss: 0.07912489 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060055023 ---Validation accuracy:--- 0.9768 Validation Loss: 0.077033706 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008545721 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07678383 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009023152 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08207793 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058352137 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0783488 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006237581 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08049745 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007778641 ---Validation accuracy:--- 0.977 Validation Loss: 0.07983773 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009393904 ---Validation accuracy:--- 0.98 Validation Loss: 0.0747645 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011540991 ---Validation accuracy:--- 0.97 Validation Loss: 0.10513522 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012108504 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07655907 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0077072247 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07612652 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007100603 ---Validation accuracy:--- 0.98 Validation Loss: 0.07333971 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043595377 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071171574 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073799347 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07587637 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066696173 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07493937 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00490089 ---Validation accuracy:--- 0.98 Validation Loss: 0.07408586 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034351915 ---Validation accuracy:--- 0.978 Validation Loss: 0.07333454 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003921142 ---Validation accuracy:--- 0.98 Validation Loss: 0.07733433 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004981137 ---Validation accuracy:--- 0.9794 Validation Loss: 0.078676395 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008805763 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076113835 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002932411 ---Validation accuracy:--- 0.978 Validation Loss: 0.08184618 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008797355 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0763425 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009331001 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073813796 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073350803 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07220536 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014631164 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080603525 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008749735 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07979266 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008976684 ---Validation accuracy:--- 0.976 Validation Loss: 0.080261074 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006494409 ---Validation accuracy:--- 0.977 Validation Loss: 0.08051541 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006692788 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09432947 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00422403 ---Validation accuracy:--- 0.9748 Validation Loss: 0.086940624 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069628186 ---Validation accuracy:--- 0.975 Validation Loss: 0.09212549 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009914642 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07924046 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049228 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08110528 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010088219 ---Validation accuracy:--- 0.978 Validation Loss: 0.08243299 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039899917 ---Validation accuracy:--- 0.978 Validation Loss: 0.08265039 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007273811 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08292347 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068544806 ---Validation accuracy:--- 0.9792 Validation Loss: 0.076211795 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044825883 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07469914 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046335687 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08064949 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00675197 ---Validation accuracy:--- 0.978 Validation Loss: 0.07687481 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061809635 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07063217 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009041046 ---Validation accuracy:--- 0.9786 Validation Loss: 0.073130965 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0082160095 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071689084 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008397382 ---Validation accuracy:--- 0.9788 Validation Loss: 0.073359385 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0025251305 ---Validation accuracy:--- 0.979 Validation Loss: 0.07330361 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00445741 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07229049 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057077 ---Validation accuracy:--- 0.981 Validation Loss: 0.06853426 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004421078 ---Validation accuracy:--- 0.9814 Validation Loss: 0.068421945 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037259534 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07294187 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055225594 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07194581 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012658353 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078575484 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013052184 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07763272 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003945164 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07226675 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00697917 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110057 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059775226 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07074823 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048782597 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06978695 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037028352 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070741355 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029709127 ---Validation accuracy:--- 0.9826 Validation Loss: 0.069237195 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010477202 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07266207 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002589702 ---Validation accuracy:--- 0.981 Validation Loss: 0.071095176 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026605374 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07077583 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036315012 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134237 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00896372 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07422882 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073107327 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07720852 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0056708087 ---Validation accuracy:--- 0.9792 Validation Loss: 0.077202365 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035550457 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07596733 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034878608 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07522929 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005666995 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07539731 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005571203 ---Validation accuracy:--- 0.978 Validation Loss: 0.07833337 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029598647 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07443351 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00865221 ---Validation accuracy:--- 0.9776 Validation Loss: 0.077442616 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005314358 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071925394 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055829952 ---Validation accuracy:--- 0.981 Validation Loss: 0.0721593 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057124267 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07411138 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070362557 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07240448 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0030655276 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07239136 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008866524 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07525002 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009857183 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07896922 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012443564 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07753352 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02928262 ---Validation accuracy:--- 0.978 Validation Loss: 0.08116398 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027093913 ---Validation accuracy:--- 0.976 Validation Loss: 0.090215795 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009649672 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103832364 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040255813 ---Validation accuracy:--- 0.9768 Validation Loss: 0.082338504 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004082314 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07965032 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054293126 ---Validation accuracy:--- 0.9772 Validation Loss: 0.078393936 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012362879 ---Validation accuracy:--- 0.98 Validation Loss: 0.07153024 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008525385 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07134343 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005500005 ---Validation accuracy:--- 0.98 Validation Loss: 0.06850095 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050106347 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06905297 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00988749 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06933778 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038759978 ---Validation accuracy:--- 0.981 Validation Loss: 0.069215626 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006400047 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07133835 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076522473 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07639311 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038353272 ---Validation accuracy:--- 0.978 Validation Loss: 0.07408532 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004325253 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07199437 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008816082 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07745602 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053751115 ---Validation accuracy:--- 0.979 Validation Loss: 0.075535044 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010445017 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08658395 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044890833 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07422538 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035176072 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07454322 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038592229 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069729336 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004090813 ---Validation accuracy:--- 0.982 Validation Loss: 0.06984622 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073427223 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072950035 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010508912 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0759691 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007093372 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07637214 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007964559 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07625652 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058637834 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076626055 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005863948 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07540666 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0119937565 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078511044 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059709013 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090725094 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.022060327 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07784434 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009358002 ---Validation accuracy:--- 0.9784 Validation Loss: 0.078149356 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017308267 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0795908 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009066152 ---Validation accuracy:--- 0.978 Validation Loss: 0.078173935 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005992246 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07444508 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010883995 ---Validation accuracy:--- 0.9754 Validation Loss: 0.085040584 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065044235 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0841192 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006565537 ---Validation accuracy:--- 0.979 Validation Loss: 0.07428969 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005441052 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07384466 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055434607 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101907976 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013252003 ---Validation accuracy:--- 0.973 Validation Loss: 0.09175561 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042554294 ---Validation accuracy:--- 0.9738 Validation Loss: 0.089423545 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0051175747 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07870877 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00656864 ---Validation accuracy:--- 0.9766 Validation Loss: 0.078785054 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011906329 ---Validation accuracy:--- 0.977 Validation Loss: 0.08037619 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052583925 ---Validation accuracy:--- 0.9718 Validation Loss: 0.08797379 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007488236 ---Validation accuracy:--- 0.9724 Validation Loss: 0.088815995 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007505015 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07981854 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004667308 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078180484 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018735338 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07636314 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036688095 ---Validation accuracy:--- 0.978 Validation Loss: 0.07721876 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068341997 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07589729 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002097728 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074880935 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00522533 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08426826 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066727186 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0767729 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002913704 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07539735 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013025985 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080369644 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022196744 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07911139 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0019490661 ---Validation accuracy:--- 0.979 Validation Loss: 0.07568797 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039672316 ---Validation accuracy:--- 0.98 Validation Loss: 0.072109096 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004088952 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06972594 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059490884 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06878229 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00491517 ---Validation accuracy:--- 0.98 Validation Loss: 0.07063934 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0094658295 ---Validation accuracy:--- 0.979 Validation Loss: 0.07763584 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019004377 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07967788 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010611565 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07501962 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057386216 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07674796 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009006327 ---Validation accuracy:--- 0.98 Validation Loss: 0.0730984 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029005785 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07078758 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009650337 ---Validation accuracy:--- 0.977 Validation Loss: 0.08100431 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011689851 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07769871 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008764673 ---Validation accuracy:--- 0.9756 Validation Loss: 0.0851772 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005036835 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07460756 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038565146 ---Validation accuracy:--- 0.9782 Validation Loss: 0.071306266 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022997262 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06954945 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007482381 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0739698 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039677084 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07366483 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00287777 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07335925 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00666936 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074963704 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038400816 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07469 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060784556 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07164854 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047773104 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071433365 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009437874 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08160306 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00421412 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07954364 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002851008 ---Validation accuracy:--- 0.977 Validation Loss: 0.07626551 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048419936 ---Validation accuracy:--- 0.977 Validation Loss: 0.076922916 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0071315696 ---Validation accuracy:--- 0.9772 Validation Loss: 0.077494204 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019784916 ---Validation accuracy:--- 0.978 Validation Loss: 0.07798745 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009630677 ---Validation accuracy:--- 0.9762 Validation Loss: 0.079219304 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006261301 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07673004 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043039466 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07538028 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075257253 ---Validation accuracy:--- 0.976 Validation Loss: 0.08508902 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041058636 ---Validation accuracy:--- 0.9772 Validation Loss: 0.082814746 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005771527 ---Validation accuracy:--- 0.975 Validation Loss: 0.08622463 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037570393 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08319275 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048611118 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084616795 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053721275 ---Validation accuracy:--- 0.9768 Validation Loss: 0.078440055 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044658696 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07674801 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008410334 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08525709 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003957123 ---Validation accuracy:--- 0.9766 Validation Loss: 0.085185856 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0028812033 ---Validation accuracy:--- 0.9762 Validation Loss: 0.084441945 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066297804 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08976149 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033630002 ---Validation accuracy:--- 0.9742 Validation Loss: 0.094243325 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.024600726 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09913255 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014419083 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10463227 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010032314 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07664633 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075349617 ---Validation accuracy:--- 0.977 Validation Loss: 0.08173253 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003125709 ---Validation accuracy:--- 0.979 Validation Loss: 0.07906495 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007539313 ---Validation accuracy:--- 0.975 Validation Loss: 0.08839066 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00694459 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09773391 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0064953403 ---Validation accuracy:--- 0.9688 Validation Loss: 0.097456545 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012471109 ---Validation accuracy:--- 0.9774 Validation Loss: 0.084967636 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008536 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07737397 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006307664 ---Validation accuracy:--- 0.981 Validation Loss: 0.07380276 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.01750105 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07881985 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005964619 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07396392 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009590576 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07884613 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029151823 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07563551 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005423874 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07433634 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005524429 ---Validation accuracy:--- 0.979 Validation Loss: 0.07316692 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050119637 ---Validation accuracy:--- 0.9782 Validation Loss: 0.072222255 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.014704132 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07543463 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008241026 ---Validation accuracy:--- 0.98 Validation Loss: 0.07419397 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004070275 ---Validation accuracy:--- 0.977 Validation Loss: 0.07680301 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009770697 ---Validation accuracy:--- 0.9744 Validation Loss: 0.079783544 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057105934 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077230796 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060597127 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0824038 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004845877 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07329328 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004452757 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07262675 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007084615 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07200945 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050188876 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07033573 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004010649 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070031226 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036136657 ---Validation accuracy:--- 0.98 Validation Loss: 0.07248524 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.013677441 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07631346 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054166685 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071909286 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002112633 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071728505 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03783742 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08285827 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002644073 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07603056 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002299463 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07347315 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0131867435 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071742386 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0072594862 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07321645 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033387311 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07278478 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004703947 ---Validation accuracy:--- 0.981 Validation Loss: 0.0719054 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054176464 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07098082 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059103393 ---Validation accuracy:--- 0.9774 Validation Loss: 0.081587106 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007653606 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07877251 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036822378 ---Validation accuracy:--- 0.979 Validation Loss: 0.07534347 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011838329 ---Validation accuracy:--- 0.9764 Validation Loss: 0.079375125 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070397425 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07477204 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006319293 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07405767 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04689894 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07646166 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027610052 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07386861 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025422221 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078971505 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042877956 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07690047 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007870898 ---Validation accuracy:--- 0.98 Validation Loss: 0.07392678 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011134336 ---Validation accuracy:--- 0.977 Validation Loss: 0.0798837 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004417035 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07502404 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049044397 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07491535 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.034223806 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10865354 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04382454 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09520592 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066015767 ---Validation accuracy:--- 0.9712 Validation Loss: 0.098011956 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0024137674 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09230229 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.052060615 ---Validation accuracy:--- 0.9636 Validation Loss: 0.11468791 Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07513851 ---Validation accuracy:--- 0.957 Validation Loss: 0.15101106 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053741415 ---Validation accuracy:--- 0.9746 Validation Loss: 0.085734695 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061819023 ---Validation accuracy:--- 0.972 Validation Loss: 0.08958447 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004770371 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08812135 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007650763 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07940344 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010493028 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078956455 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015899621 ---Validation accuracy:--- 0.9784 Validation Loss: 0.080692895 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075700227 ---Validation accuracy:--- 0.977 Validation Loss: 0.084822 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009699609 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08724466 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032961152 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09129033 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014253123 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09034498 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007672621 ---Validation accuracy:--- 0.976 Validation Loss: 0.08276006 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019929267 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09374833 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069354344 ---Validation accuracy:--- 0.973 Validation Loss: 0.08991441 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006616018 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08378979 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01631238 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08321422 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046529956 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08454215 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065084314 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08004975 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010465035 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08117676 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076566697 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0826739 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007175622 ---Validation accuracy:--- 0.9778 Validation Loss: 0.074567534 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004115629 ---Validation accuracy:--- 0.977 Validation Loss: 0.0764989 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005560056 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07497378 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047628973 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07758087 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00951721 ---Validation accuracy:--- 0.9764 Validation Loss: 0.081206165 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013109961 ---Validation accuracy:--- 0.976 Validation Loss: 0.084863685 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008076475 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08093077 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006729238 ---Validation accuracy:--- 0.9766 Validation Loss: 0.084232785 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065226746 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08141763 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005025125 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0780933 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042064874 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07571239 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0087198205 ---Validation accuracy:--- 0.9778 Validation Loss: 0.080960914 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003610987 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077759996 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0021333294 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07724425 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.012794405 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08099134 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052764774 ---Validation accuracy:--- 0.977 Validation Loss: 0.079619706 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041405377 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076361515 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034871716 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0876139 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004508047 ---Validation accuracy:--- 0.977 Validation Loss: 0.08595608 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00077013194 ---Validation accuracy:--- 0.977 Validation Loss: 0.08405049 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006524147 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08336942 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0098285135 ---Validation accuracy:--- 0.978 Validation Loss: 0.08458873 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006456462 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1103011 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073148347 ---Validation accuracy:--- 0.9794 Validation Loss: 0.079519354 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006312519 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840737 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006111431 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08533939 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03403169 ---Validation accuracy:--- 0.977 Validation Loss: 0.08942451 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0028716829 ---Validation accuracy:--- 0.9768 Validation Loss: 0.089044236 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0063103354 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09208175 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041384166 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080563486 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010080789 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08517649 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052604144 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07820777 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049497467 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07795597 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0186413 ---Validation accuracy:--- 0.9696 Validation Loss: 0.100957535 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069437833 ---Validation accuracy:--- 0.9772 Validation Loss: 0.079861596 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005632617 ---Validation accuracy:--- 0.979 Validation Loss: 0.074603274 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008751951 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07303443 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00354378 ---Validation accuracy:--- 0.981 Validation Loss: 0.07078523 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011250346 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08867468 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008547997 ---Validation accuracy:--- 0.975 Validation Loss: 0.084932365 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039841644 ---Validation accuracy:--- 0.9778 Validation Loss: 0.078544766 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0063688313 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0793047 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033073986 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078816965 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038521916 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076006345 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006081639 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08144461 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0032356954 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07861609 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060041263 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07769423 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00561906 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07614388 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003704434 ---Validation accuracy:--- 0.979 Validation Loss: 0.07524478 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049671466 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073857084 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019662136 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07777649 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035282192 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07811527 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007914951 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08177199 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003503425 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07863943 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0017766062 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07785044 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014881363 ---Validation accuracy:--- 0.9774 Validation Loss: 0.079632714 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004798198 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076071955 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008513842 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08017927 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026406897 ---Validation accuracy:--- 0.977 Validation Loss: 0.07900412 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03303137 ---Validation accuracy:--- 0.976 Validation Loss: 0.07881046 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053507625 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07376394 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00834484 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07567443 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026857374 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07684699 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065432475 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08063637 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004835006 ---Validation accuracy:--- 0.9782 Validation Loss: 0.077117294 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065597664 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07723783 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062026833 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07327295 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010627831 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07979721 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058557834 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08153066 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006723317 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07552737 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004724635 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07489555 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006941101 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07491611 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041802335 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07361964 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047529964 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07221228 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013288958 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07549397 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0071672886 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07449458 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004700008 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07439636 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008445574 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07588883 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042770375 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07497338 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052957255 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07406402 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006426062 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07925207 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009083631 ---Validation accuracy:--- 0.972 Validation Loss: 0.09197435 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029925597 ---Validation accuracy:--- 0.9756 Validation Loss: 0.084820986 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003489923 ---Validation accuracy:--- 0.975 Validation Loss: 0.08379966 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005532099 ---Validation accuracy:--- 0.975 Validation Loss: 0.08281821 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039578434 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07920665 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005636696 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07728181 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033427605 ---Validation accuracy:--- 0.979 Validation Loss: 0.07470713 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006169834 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07705853 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008156403 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0779957 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076220604 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08119243 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007501635 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09181368 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007391304 ---Validation accuracy:--- 0.9724 Validation Loss: 0.096647605 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055092406 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08280409 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00563729 ---Validation accuracy:--- 0.976 Validation Loss: 0.08525028 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004630586 ---Validation accuracy:--- 0.9758 Validation Loss: 0.078734815 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070332694 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08423817 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034520223 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07848138 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022139556 ---Validation accuracy:--- 0.9766 Validation Loss: 0.0786159 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005768474 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07679558 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052634114 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081140555 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002836852 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0838566 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006251822 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08839809 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0031326448 ---Validation accuracy:--- 0.9736 Validation Loss: 0.088423684 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0045993524 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08446839 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003305167 ---Validation accuracy:--- 0.975 Validation Loss: 0.085053585 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004929763 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08308299 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041188326 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09028472 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0077372026 ---Validation accuracy:--- 0.976 Validation Loss: 0.0857141 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005058553 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08629204 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040965993 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08655141 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00359808 ---Validation accuracy:--- 0.975 Validation Loss: 0.08497767 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042882804 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09159232 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006784974 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08699898 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053783776 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08586738 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06372603 ---Validation accuracy:--- 0.977 Validation Loss: 0.07793013 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009665234 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07447889 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039635617 ---Validation accuracy:--- 0.9778 Validation Loss: 0.076889016 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003982905 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07676712 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061550997 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07905848 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006257255 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07955958 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008521238 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08343673 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066813 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0828037 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042666267 ---Validation accuracy:--- 0.9724 Validation Loss: 0.08979537 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006302629 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09122384 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013185642 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09414414 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043996675 ---Validation accuracy:--- 0.975 Validation Loss: 0.084829405 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055043295 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09029911 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040537724 ---Validation accuracy:--- 0.9728 Validation Loss: 0.088029444 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035857696 ---Validation accuracy:--- 0.975 Validation Loss: 0.08323551 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0030354888 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076860815 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004219277 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07574615 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008483807 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08402914 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.014505613 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08057302 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049748183 ---Validation accuracy:--- 0.978 Validation Loss: 0.08090293 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0650891 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07564742 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038315523 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08011591 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036001361 ---Validation accuracy:--- 0.978 Validation Loss: 0.08045738 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042474945 ---Validation accuracy:--- 0.978 Validation Loss: 0.074555345 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038520407 ---Validation accuracy:--- 0.977 Validation Loss: 0.07749696 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038392968 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08215408 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013821458 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08538983 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0032784718 ---Validation accuracy:--- 0.9768 Validation Loss: 0.077270836 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00646893 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07622616 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006977102 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07612014 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009563351 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07576997 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0074617416 ---Validation accuracy:--- 0.9758 Validation Loss: 0.081020154 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0072400677 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086443365 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048401337 ---Validation accuracy:--- 0.9768 Validation Loss: 0.081143916 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011705586 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07619779 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005272069 ---Validation accuracy:--- 0.978 Validation Loss: 0.0771598 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047067557 ---Validation accuracy:--- 0.9774 Validation Loss: 0.083045 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046166494 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08341875 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049515287 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07905865 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.012908589 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07790234 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010701904 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0760618 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026018089 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075714156 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005797831 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07573428 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058370004 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07704431 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048321877 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073673144 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.017666103 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07418342 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004211182 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07240842 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059589567 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07667102 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009049151 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08975776 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004282972 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08911282 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.03355146 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07837519 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048356843 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07224765 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008494444 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07538347 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009246872 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08653902 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021063441 ---Validation accuracy:--- 0.977 Validation Loss: 0.088307485 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00746854 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0829865 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004781366 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08352535 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011459338 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08593647 Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.028379783 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08445985 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021856759 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11045337 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073785055 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074546225 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004803162 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07692977 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006287898 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840825 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070981192 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07424403 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036490571 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07284311 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005393567 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07928894 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009673387 ---Validation accuracy:--- 0.9774 Validation Loss: 0.078486755 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069810688 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07588275 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011092389 ---Validation accuracy:--- 0.976 Validation Loss: 0.08685951 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027727978 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08057349 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009103713 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08032972 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050377143 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0769247 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037280829 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08154733 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028721036 ---Validation accuracy:--- 0.9772 Validation Loss: 0.084186986 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075333454 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07765738 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012997348 ---Validation accuracy:--- 0.9712 Validation Loss: 0.093997255 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02451151 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081961416 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059172823 ---Validation accuracy:--- 0.976 Validation Loss: 0.08113775 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019738378 ---Validation accuracy:--- 0.973 Validation Loss: 0.09035766 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005302471 ---Validation accuracy:--- 0.9752 Validation Loss: 0.087090865 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003926064 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0785901 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008157969 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07763636 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014186041 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07478513 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043391655 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07569887 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022441722 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07894089 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048457156 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075474046 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033311015 ---Validation accuracy:--- 0.9786 Validation Loss: 0.075971 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06855536 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07731046 Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020534804 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07428124 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004142592 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07386907 Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004639987 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07295778 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030136371 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07176727 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072720754 ---Validation accuracy:--- 0.98 Validation Loss: 0.07427936 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027897488 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07425479 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009490308 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07333703 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026597225 ---Validation accuracy:--- 0.979 Validation Loss: 0.079478726 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042579216 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076142296 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004109993 ---Validation accuracy:--- 0.98 Validation Loss: 0.07469809 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003997237 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07430498 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004962599 ---Validation accuracy:--- 0.98 Validation Loss: 0.07413263 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0065864776 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075929284 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03745154 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08923539 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024482107 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09131566 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005387603 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07833738 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041488195 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07993143 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013396424 ---Validation accuracy:--- 0.978 Validation Loss: 0.07836903 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048090345 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07752371 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035646332 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076642685 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011828102 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08252745 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003696873 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07676812 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003529535 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08052348 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014155192 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08749942 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005751785 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08996004 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007002288 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08406665 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030975095 ---Validation accuracy:--- 0.979 Validation Loss: 0.08273074 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048313304 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08062708 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008650294 ---Validation accuracy:--- 0.978 Validation Loss: 0.08142182 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039550704 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0770127 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024597228 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08402868 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049646865 ---Validation accuracy:--- 0.978 Validation Loss: 0.08234854 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004483331 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08135063 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044529317 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08201748 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0064818943 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08144742 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005677486 ---Validation accuracy:--- 0.981 Validation Loss: 0.07607889 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048190723 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07680016 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061234343 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07768197 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018771116 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08889758 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004271431 ---Validation accuracy:--- 0.9758 Validation Loss: 0.088021964 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010300419 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08150815 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039462782 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08155548 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032577533 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072792456 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041719633 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07718156 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027734853 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09721712 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045067198 ---Validation accuracy:--- 0.9704 Validation Loss: 0.103415795 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008696786 ---Validation accuracy:--- 0.97 Validation Loss: 0.10600082 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.012410895 ---Validation accuracy:--- 0.9708 Validation Loss: 0.098679334 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009126539 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09210288 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004347104 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08180489 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0071973866 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07833296 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018942782 ---Validation accuracy:--- 0.9798 Validation Loss: 0.070886895 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003300419 ---Validation accuracy:--- 0.98 Validation Loss: 0.06904887 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022734728 ---Validation accuracy:--- 0.9794 Validation Loss: 0.076498136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004362552 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07215999 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067112087 ---Validation accuracy:--- 0.976 Validation Loss: 0.08203154 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004375655 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07791472 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006777668 ---Validation accuracy:--- 0.9734 Validation Loss: 0.091147445 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013525269 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08373125 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0074863117 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08422445 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040673073 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07904735 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012544856 ---Validation accuracy:--- 0.978 Validation Loss: 0.07892805 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052378112 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07698479 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049143895 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07871076 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026309714 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11175046 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035743194 ---Validation accuracy:--- 0.9726 Validation Loss: 0.08725395 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052105854 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08332695 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057161828 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08006572 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006348526 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07825321 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030290652 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08298516 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005206406 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07967532 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031108349 ---Validation accuracy:--- 0.9754 Validation Loss: 0.07962567 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049203853 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08308231 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045543294 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08422358 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050643813 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07907376 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005165522 ---Validation accuracy:--- 0.9768 Validation Loss: 0.079581514 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073999227 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07870284 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036532548 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08355447 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066400915 ---Validation accuracy:--- 0.977 Validation Loss: 0.07975147 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005951285 ---Validation accuracy:--- 0.9752 Validation Loss: 0.087727875 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035152868 ---Validation accuracy:--- 0.975 Validation Loss: 0.08470591 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041739433 ---Validation accuracy:--- 0.978 Validation Loss: 0.07602807 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013862996 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08874624 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028100682 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07943113 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025287056 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08437739 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036173535 ---Validation accuracy:--- 0.977 Validation Loss: 0.07767904 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011368416 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08847884 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035394174 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0810221 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034709848 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07878789 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063690855 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07942789 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027114337 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07564333 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061930353 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07521614 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029858863 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07551815 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011310699 ---Validation accuracy:--- 0.979 Validation Loss: 0.07860169 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005725542 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075545095 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003758685 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07983861 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038683019 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0761035 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027545637 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07194264 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029431027 ---Validation accuracy:--- 0.98 Validation Loss: 0.072245084 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044539976 ---Validation accuracy:--- 0.9802 Validation Loss: 0.071353085 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001999206 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06984439 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008102494 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071519986 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059980657 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07043126 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028093616 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07047966 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005373673 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069939226 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003411659 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06940323 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026949858 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06927927 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067726253 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07654293 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042473497 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07383804 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039770473 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0727023 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006303775 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07282527 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033296375 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07108618 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009070993 ---Validation accuracy:--- 0.9792 Validation Loss: 0.074724644 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0055507775 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07070853 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0011166402 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07034624 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022657984 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07614455 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044947886 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07390328 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054865624 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08006943 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043612337 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07597515 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063690366 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08257882 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034514093 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07224878 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046827192 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078802966 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040423595 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07457618 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00525981 ---Validation accuracy:--- 0.978 Validation Loss: 0.0759498 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075503006 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07392584 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063992804 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07303826 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004274405 ---Validation accuracy:--- 0.981 Validation Loss: 0.07229234 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004002856 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07155194 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001914407 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07087736 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030068688 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070818484 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054411446 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07061047 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051926863 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07022928 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040291827 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07263756 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003974825 ---Validation accuracy:--- 0.9812 Validation Loss: 0.073788114 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006122102 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07338672 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003555913 ---Validation accuracy:--- 0.9796 Validation Loss: 0.074179776 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008903723 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073418826 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031990015 ---Validation accuracy:--- 0.973 Validation Loss: 0.09820562 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049294364 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09482455 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003969662 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08234789 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031034106 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08020792 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030638978 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078566514 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033208858 ---Validation accuracy:--- 0.98 Validation Loss: 0.076456286 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057095126 ---Validation accuracy:--- 0.98 Validation Loss: 0.078104824 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004931079 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074347675 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005018608 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07354736 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005889464 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08701228 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0064866417 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07992572 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054389327 ---Validation accuracy:--- 0.98 Validation Loss: 0.077737086 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024838853 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07833348 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004298469 ---Validation accuracy:--- 0.9802 Validation Loss: 0.078715466 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033906312 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07997852 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052270074 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07595162 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011756496 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08638136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006328451 ---Validation accuracy:--- 0.9778 Validation Loss: 0.083070315 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0007315906 ---Validation accuracy:--- 0.978 Validation Loss: 0.082853444 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005592519 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08296975 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032427958 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08032124 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050161667 ---Validation accuracy:--- 0.977 Validation Loss: 0.07927328 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030947106 ---Validation accuracy:--- 0.973 Validation Loss: 0.094133206 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02753674 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08508674 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038765243 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08305082 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004931396 ---Validation accuracy:--- 0.9776 Validation Loss: 0.082953185 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00357638 ---Validation accuracy:--- 0.9782 Validation Loss: 0.079090066 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00792393 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09755032 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024947308 ---Validation accuracy:--- 0.977 Validation Loss: 0.083589554 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026240384 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08011064 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018218678 ---Validation accuracy:--- 0.978 Validation Loss: 0.08009973 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006483531 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08778806 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0047988705 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08061258 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006590186 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07899132 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0068784333 ---Validation accuracy:--- 0.979 Validation Loss: 0.07784956 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006267639 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08471201 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036381087 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08245318 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005324272 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08228787 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025316733 ---Validation accuracy:--- 0.98 Validation Loss: 0.0781791 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018517006 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08722203 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014141178 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08426341 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038894997 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081951834 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009742621 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077270925 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035881836 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0755069 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004865484 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07569019 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004389984 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07536354 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008476337 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07972169 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004131307 ---Validation accuracy:--- 0.977 Validation Loss: 0.084989525 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008970837 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081916444 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002267286 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078392126 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003536448 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07618467 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005440047 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074756406 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0014133803 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07397877 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004715322 ---Validation accuracy:--- 0.9794 Validation Loss: 0.080011055 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0155512355 ---Validation accuracy:--- 0.9792 Validation Loss: 0.084979706 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009196536 ---Validation accuracy:--- 0.9762 Validation Loss: 0.090921775 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021106955 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07848981 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006465463 ---Validation accuracy:--- 0.9758 Validation Loss: 0.089176126 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072539942 ---Validation accuracy:--- 0.9746 Validation Loss: 0.0882127 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040321536 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08577215 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046960786 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0829123 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0014285888 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08287249 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024020981 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09071224 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033505587 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08756707 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020970434 ---Validation accuracy:--- 0.9758 Validation Loss: 0.087404154 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037596375 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09431562 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030458167 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0918862 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004167008 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084785484 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046565817 ---Validation accuracy:--- 0.98 Validation Loss: 0.08151615 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034969389 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08058635 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028800776 ---Validation accuracy:--- 0.9806 Validation Loss: 0.076954715 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0015343729 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07493326 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031037629 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07676771 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.013542987 ---Validation accuracy:--- 0.97 Validation Loss: 0.1119115 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.019205905 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08297238 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022015714 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07864812 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010634882 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08274841 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030447906 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07833137 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041974243 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07987786 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057767294 ---Validation accuracy:--- 0.9764 Validation Loss: 0.0811219 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018748434 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07886184 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002038176 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0788933 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002639299 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07523652 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030164188 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07369484 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066891564 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0744252 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073427353 ---Validation accuracy:--- 0.979 Validation Loss: 0.07728291 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002978912 ---Validation accuracy:--- 0.981 Validation Loss: 0.073597126 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0070505394 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07356349 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058984263 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07242462 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022990308 ---Validation accuracy:--- 0.982 Validation Loss: 0.07121 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004001725 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075207055 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002802373 ---Validation accuracy:--- 0.98 Validation Loss: 0.07471549 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004758662 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07491062 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0017031186 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07466759 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040822555 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07719005 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003834244 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07481704 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007002235 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07445713 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005834005 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07221301 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037308133 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07415445 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003339228 ---Validation accuracy:--- 0.981 Validation Loss: 0.07228085 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.01914998 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07380513 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004142301 ---Validation accuracy:--- 0.9792 Validation Loss: 0.072354674 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003914427 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075687416 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003734114 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07553217 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029448178 ---Validation accuracy:--- 0.9784 Validation Loss: 0.075792514 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034586915 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069910355 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005714838 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07304095 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024444181 ---Validation accuracy:--- 0.981 Validation Loss: 0.06944864 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044472944 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08216188 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031887323 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08272904 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004554536 ---Validation accuracy:--- 0.9772 Validation Loss: 0.082421206 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003991142 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07580848 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038278627 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073937744 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020079361 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07406947 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032954174 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07387389 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004951349 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071186 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008154828 ---Validation accuracy:--- 0.979 Validation Loss: 0.07626775 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007783351 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07895242 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006080351 ---Validation accuracy:--- 0.979 Validation Loss: 0.07591964 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0017485875 ---Validation accuracy:--- 0.979 Validation Loss: 0.07601109 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024414593 ---Validation accuracy:--- 0.98 Validation Loss: 0.0739886 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029872218 ---Validation accuracy:--- 0.978 Validation Loss: 0.077853136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010691254 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07604795 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073955995 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07060806 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025886977 ---Validation accuracy:--- 0.9788 Validation Loss: 0.072735086 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004756556 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07063606 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004370896 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071240745 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006334362 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07073259 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012408341 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07454831 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02403438 ---Validation accuracy:--- 0.9744 Validation Loss: 0.090175 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028967499 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08814894 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039669434 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08189949 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027722048 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07737751 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073237615 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07867678 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050112065 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07482437 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030642515 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07666318 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010373391 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0775805 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003485722 ---Validation accuracy:--- 0.979 Validation Loss: 0.07696417 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007894932 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08646194 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004006652 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08583874 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050197174 ---Validation accuracy:--- 0.973 Validation Loss: 0.09812372 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009916464 ---Validation accuracy:--- 0.9644 Validation Loss: 0.118112914 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038216696 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08607437 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058343317 ---Validation accuracy:--- 0.9734 Validation Loss: 0.093993835 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023772747 ---Validation accuracy:--- 0.978 Validation Loss: 0.08422447 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025414573 ---Validation accuracy:--- 0.9782 Validation Loss: 0.082820095 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005865884 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09415518 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028108605 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08619742 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034538803 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08725596 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004269204 ---Validation accuracy:--- 0.974 Validation Loss: 0.09184707 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013871846 ---Validation accuracy:--- 0.975 Validation Loss: 0.08797814 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035595158 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07829158 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0056600235 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07791727 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022584065 ---Validation accuracy:--- 0.9774 Validation Loss: 0.078524485 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003112961 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076443866 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003117259 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07538981 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005102019 ---Validation accuracy:--- 0.977 Validation Loss: 0.075782835 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0055152285 ---Validation accuracy:--- 0.979 Validation Loss: 0.07908804 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054064924 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07817921 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030567893 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07563327 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026015455 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07418878 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044946917 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07405805 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005652935 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07055573 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006811664 ---Validation accuracy:--- 0.976 Validation Loss: 0.07768567 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0078873625 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07845138 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008638289 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071962625 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002746328 ---Validation accuracy:--- 0.9796 Validation Loss: 0.068940416 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008683553 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07220329 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.010467641 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07307297 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021065339 ---Validation accuracy:--- 0.979 Validation Loss: 0.07281817 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009460637 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08324337 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030194684 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07577002 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025614595 ---Validation accuracy:--- 0.9796 Validation Loss: 0.074916966 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006957692 ---Validation accuracy:--- 0.981 Validation Loss: 0.06950373 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036697225 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07034654 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072200294 ---Validation accuracy:--- 0.98 Validation Loss: 0.07276268 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005300068 ---Validation accuracy:--- 0.98 Validation Loss: 0.07235009 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009929016 ---Validation accuracy:--- 0.981 Validation Loss: 0.07104003 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006451039 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0713046 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004193544 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071973614 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023535 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07103161 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033436182 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07855361 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00459927 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0785206 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011122159 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07613627 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022869713 ---Validation accuracy:--- 0.9782 Validation Loss: 0.076329395 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027981135 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07427439 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023744418 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07494368 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020199504 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07268059 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004794068 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07421282 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011575299 ---Validation accuracy:--- 0.9672 Validation Loss: 0.100933634 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031650746 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080285005 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036602318 ---Validation accuracy:--- 0.977 Validation Loss: 0.08114069 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027216352 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080094784 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033711037 ---Validation accuracy:--- 0.9768 Validation Loss: 0.081840634 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005635041 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08600002 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024967017 ---Validation accuracy:--- 0.9772 Validation Loss: 0.085225485 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033087563 ---Validation accuracy:--- 0.9796 Validation Loss: 0.080128096 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051314067 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09844594 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00197094 ---Validation accuracy:--- 0.9762 Validation Loss: 0.09627854 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006910268 ---Validation accuracy:--- 0.9736 Validation Loss: 0.101305805 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004117854 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08873958 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06981616 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09137042 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025411763 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0788799 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004718816 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07852426 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023085622 ---Validation accuracy:--- 0.98 Validation Loss: 0.07778939 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024521614 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07895297 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028746957 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07945117 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066096056 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07778196 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002966485 ---Validation accuracy:--- 0.978 Validation Loss: 0.078411 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035265065 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07347577 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.011452625 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082751706 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0147314025 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07800844 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035901158 ---Validation accuracy:--- 0.979 Validation Loss: 0.078583635 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045253006 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08030206 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018606633 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07991026 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036495447 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08892246 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013624605 ---Validation accuracy:--- 0.978 Validation Loss: 0.087396085 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004137073 ---Validation accuracy:--- 0.9784 Validation Loss: 0.086015746 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059405817 ---Validation accuracy:--- 0.979 Validation Loss: 0.084380634 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002639035 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08237814 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004233003 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08053258 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049116 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08379501 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033626528 ---Validation accuracy:--- 0.9796 Validation Loss: 0.084267914 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028396016 ---Validation accuracy:--- 0.9786 Validation Loss: 0.083752185 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028972179 ---Validation accuracy:--- 0.9746 Validation Loss: 0.095527306 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004180224 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09483565 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005610389 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08531316 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037092383 ---Validation accuracy:--- 0.977 Validation Loss: 0.08907271 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004622637 ---Validation accuracy:--- 0.98 Validation Loss: 0.075678885 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021097981 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076167844 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009549913 ---Validation accuracy:--- 0.979 Validation Loss: 0.078738034 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023951354 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07834324 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001961209 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07700034 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004530247 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074777275 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002511893 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07319519 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007994119 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07123198 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033651083 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07272831 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029337096 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07321597 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030721033 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07270172 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003367202 ---Validation accuracy:--- 0.9788 Validation Loss: 0.073423386 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042082607 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073843025 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002429243 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07155933 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001883989 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06924075 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004250566 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07082948 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059464728 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07594978 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030133286 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07498473 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002455126 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075247474 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038139755 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07394668 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022486844 ---Validation accuracy:--- 0.978 Validation Loss: 0.07379533 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040743396 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09267037 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003912065 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078368865 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029015043 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07830782 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022429056 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08199708 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038492105 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080350265 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005232277 ---Validation accuracy:--- 0.979 Validation Loss: 0.08312395 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050708475 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079680406 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035009703 ---Validation accuracy:--- 0.979 Validation Loss: 0.07887775 Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06893679 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14418554 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0159834 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09293136 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005894255 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09557471 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025115847 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08451355 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002039406 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080901586 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004423707 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07858347 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009694218 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0786427 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046046083 ---Validation accuracy:--- 0.98 Validation Loss: 0.078742445 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039034071 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07436866 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002586819 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07397517 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00484991 ---Validation accuracy:--- 0.9792 Validation Loss: 0.076603994 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029006302 ---Validation accuracy:--- 0.982 Validation Loss: 0.07617792 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006753707 ---Validation accuracy:--- 0.98 Validation Loss: 0.08234727 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040635103 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081243314 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031560254 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07136798 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024043545 ---Validation accuracy:--- 0.98 Validation Loss: 0.07112316 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004559551 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07251735 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051153684 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0767038 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043938244 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0750999 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044167205 ---Validation accuracy:--- 0.981 Validation Loss: 0.072253235 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0060727275 ---Validation accuracy:--- 0.981 Validation Loss: 0.07114498 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007359053 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08288761 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003467652 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08165857 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039230944 ---Validation accuracy:--- 0.981 Validation Loss: 0.06839176 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008028548 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06887178 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0438925 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18115418 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022580855 ---Validation accuracy:--- 0.974 Validation Loss: 0.103171036 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020386025 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07258726 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040075686 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07082369 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027017335 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07141235 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004146122 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07208726 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003568988 ---Validation accuracy:--- 0.979 Validation Loss: 0.073738426 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018231187 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07333015 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018850641 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07636023 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030020755 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07003597 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029891497 ---Validation accuracy:--- 0.9808 Validation Loss: 0.070528574 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051152157 ---Validation accuracy:--- 0.9828 Validation Loss: 0.067320555 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018623999 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06759365 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005835471 ---Validation accuracy:--- 0.981 Validation Loss: 0.0691387 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003927432 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07574325 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046340777 ---Validation accuracy:--- 0.98 Validation Loss: 0.07484076 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021271 ---Validation accuracy:--- 0.97 Validation Loss: 0.10680187 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003785901 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09310224 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0019166517 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08437594 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026744122 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08077024 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040197885 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07848235 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009972769 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08690926 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002604329 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07614013 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004327928 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075362734 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003912168 ---Validation accuracy:--- 0.978 Validation Loss: 0.077771544 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039287237 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07599002 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017750494 ---Validation accuracy:--- 0.976 Validation Loss: 0.08900322 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061987652 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08779559 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010792499 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07915544 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053133823 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08793726 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005676073 ---Validation accuracy:--- 0.9762 Validation Loss: 0.086690105 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.015781768 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08488659 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033140557 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0769919 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052847187 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07895203 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005324385 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07594961 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049955055 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078665785 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025672573 ---Validation accuracy:--- 0.979 Validation Loss: 0.07717384 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00524181 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0871817 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071540706 ---Validation accuracy:--- 0.968 Validation Loss: 0.11190802 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048579187 ---Validation accuracy:--- 0.971 Validation Loss: 0.096333146 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021497228 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07879181 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00456348 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078062765 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05039373 ---Validation accuracy:--- 0.979 Validation Loss: 0.07651499 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033412066 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07634148 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004950951 ---Validation accuracy:--- 0.9796 Validation Loss: 0.073710315 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001799485 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08377502 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005354875 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076495595 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005491307 ---Validation accuracy:--- 0.979 Validation Loss: 0.07615365 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006128475 ---Validation accuracy:--- 0.98 Validation Loss: 0.07361739 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046392134 ---Validation accuracy:--- 0.981 Validation Loss: 0.072039016 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033101675 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07978964 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004648254 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06972134 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037569606 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07198712 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020713648 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07449913 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031811083 ---Validation accuracy:--- 0.982 Validation Loss: 0.06983179 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005152155 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07832229 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067327414 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07192571 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012001918 ---Validation accuracy:--- 0.9726 Validation Loss: 0.100105226 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030738176 ---Validation accuracy:--- 0.981 Validation Loss: 0.07037312 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033380429 ---Validation accuracy:--- 0.9824 Validation Loss: 0.065740325 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037829767 ---Validation accuracy:--- 0.981 Validation Loss: 0.065597236 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031389582 ---Validation accuracy:--- 0.982 Validation Loss: 0.06777069 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004455418 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06938548 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043496573 ---Validation accuracy:--- 0.981 Validation Loss: 0.068176076 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003712322 ---Validation accuracy:--- 0.982 Validation Loss: 0.066159494 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048833843 ---Validation accuracy:--- 0.981 Validation Loss: 0.06765137 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035001792 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06823977 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002731422 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07013551 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032173754 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06978312 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029526032 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06956182 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021549335 ---Validation accuracy:--- 0.9766 Validation Loss: 0.083061315 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01036973 ---Validation accuracy:--- 0.9744 Validation Loss: 0.093065955 Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.064425506 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13281482 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052119256 ---Validation accuracy:--- 0.977 Validation Loss: 0.08397981 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004777657 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08520344 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009901965 ---Validation accuracy:--- 0.981 Validation Loss: 0.07461189 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022310608 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07420073 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0053738044 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07281205 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048953677 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073010184 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003861668 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07184825 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003568575 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07142631 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023135545 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071052164 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004178727 ---Validation accuracy:--- 0.974 Validation Loss: 0.100304894 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006344476 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08610923 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004125091 ---Validation accuracy:--- 0.977 Validation Loss: 0.08610396 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075213565 ---Validation accuracy:--- 0.9772 Validation Loss: 0.086774684 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034232833 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09013963 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00708462 ---Validation accuracy:--- 0.974 Validation Loss: 0.09433822 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027173037 ---Validation accuracy:--- 0.9746 Validation Loss: 0.096176095 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040873545 ---Validation accuracy:--- 0.976 Validation Loss: 0.08831829 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004289201 ---Validation accuracy:--- 0.9758 Validation Loss: 0.089141846 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0062063932 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08584818 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013436642 ---Validation accuracy:--- 0.9706 Validation Loss: 0.105643846 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00290591 ---Validation accuracy:--- 0.9762 Validation Loss: 0.090909876 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031093345 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09189369 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043213447 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08636108 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044690194 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08675166 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.014586847 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0822879 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027762463 ---Validation accuracy:--- 0.9774 Validation Loss: 0.084597215 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009442397 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07849643 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010355128 ---Validation accuracy:--- 0.977 Validation Loss: 0.083831176 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021492524 ---Validation accuracy:--- 0.97 Validation Loss: 0.10530203 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021509528 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08532909 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046691922 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07881436 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027853686 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09172793 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008413567 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08298737 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005339633 ---Validation accuracy:--- 0.978 Validation Loss: 0.08127477 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001788206 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08093474 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027897283 ---Validation accuracy:--- 0.9782 Validation Loss: 0.079188086 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002457277 ---Validation accuracy:--- 0.9784 Validation Loss: 0.077918224 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06581357 ---Validation accuracy:--- 0.9792 Validation Loss: 0.075835615 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040760236 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07485728 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007814134 ---Validation accuracy:--- 0.975 Validation Loss: 0.0847317 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004880068 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0790547 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008305207 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07947165 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0133965565 ---Validation accuracy:--- 0.9762 Validation Loss: 0.076645374 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018157044 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08534416 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.014808558 ---Validation accuracy:--- 0.9762 Validation Loss: 0.083543174 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003168406 ---Validation accuracy:--- 0.98 Validation Loss: 0.07342669 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002693037 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07351226 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023993806 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07255025 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005251825 ---Validation accuracy:--- 0.9798 Validation Loss: 0.074958995 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018291714 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0746953 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006314412 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07886414 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005033916 ---Validation accuracy:--- 0.978 Validation Loss: 0.077211745 Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.012743817 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07618008 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0019905223 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076751195 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030742898 ---Validation accuracy:--- 0.978 Validation Loss: 0.077216335 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035358975 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07411008 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052758562 ---Validation accuracy:--- 0.979 Validation Loss: 0.072364405 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063078576 ---Validation accuracy:--- 0.978 Validation Loss: 0.07897735 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058453106 ---Validation accuracy:--- 0.978 Validation Loss: 0.08085263 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001573687 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07869633 Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009131457 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08505238 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037774043 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07823583 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0041186293 ---Validation accuracy:--- 0.977 Validation Loss: 0.080020145 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033906167 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07989515 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009166427 ---Validation accuracy:--- 0.9778 Validation Loss: 0.076045334 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004503065 ---Validation accuracy:--- 0.977 Validation Loss: 0.07748116 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008289197 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08013015 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020607165 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08166388 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026460057 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08105632 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008619935 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07967456 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004980313 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07680301 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039414484 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07565026 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037438625 ---Validation accuracy:--- 0.976 Validation Loss: 0.08590865 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056142462 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0840703 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005840188 ---Validation accuracy:--- 0.979 Validation Loss: 0.07844492 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024701399 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07568501 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070480346 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07998013 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026140308 ---Validation accuracy:--- 0.978 Validation Loss: 0.07911025 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0048245764 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08804285 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006559235 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08492228 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004198958 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07733491 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037129403 ---Validation accuracy:--- 0.9788 Validation Loss: 0.075316794 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005859306 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07176782 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038301054 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08243831 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033946536 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074166045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022314715 ---Validation accuracy:--- 0.9768 Validation Loss: 0.076521024 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032517281 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07014899 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029619823 ---Validation accuracy:--- 0.9802 Validation Loss: 0.068517275 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002508943 ---Validation accuracy:--- 0.9792 Validation Loss: 0.070439175 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0049664616 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0808229 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003017998 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08070411 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028105294 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07350906 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021334225 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07320308 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006731857 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075118564 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035747036 ---Validation accuracy:--- 0.9788 Validation Loss: 0.079627246 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006227535 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08019824 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042130332 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08096116 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032904234 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07788381 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028537821 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078312844 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020748053 ---Validation accuracy:--- 0.9776 Validation Loss: 0.085125744 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050159474 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08851244 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022975937 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0832509 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008917898 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076032504 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020897083 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07376525 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019035509 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073347904 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010013759 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07456716 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031571055 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07254975 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01322809 ---Validation accuracy:--- 0.978 Validation Loss: 0.07859307 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0064313007 ---Validation accuracy:--- 0.98 Validation Loss: 0.07239584 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028290187 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07013874 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002541032 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07059431 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018521561 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070823036 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042263954 ---Validation accuracy:--- 0.98 Validation Loss: 0.0686237 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00337278 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08025121 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025791043 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07969116 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033288293 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08042161 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032177046 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07726909 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044076033 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0770771 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026425445 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07491389 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066004544 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07851121 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004997177 ---Validation accuracy:--- 0.976 Validation Loss: 0.07913271 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032881338 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07921953 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031306737 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07680372 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021555112 ---Validation accuracy:--- 0.979 Validation Loss: 0.07479463 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039584017 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073208146 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036597517 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07255597 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044161174 ---Validation accuracy:--- 0.979 Validation Loss: 0.07351721 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0074883928 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077252336 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008720682 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07850867 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0109445425 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07693648 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007330216 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07730276 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056176987 ---Validation accuracy:--- 0.9784 Validation Loss: 0.073755965 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071264505 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07982553 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031682893 ---Validation accuracy:--- 0.977 Validation Loss: 0.07824984 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004604033 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07525681 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001953102 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07510759 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003115072 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06871193 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023893497 ---Validation accuracy:--- 0.9804 Validation Loss: 0.067636095 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024611217 ---Validation accuracy:--- 0.9804 Validation Loss: 0.067919225 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020309282 ---Validation accuracy:--- 0.98 Validation Loss: 0.067813285 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021601068 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07114446 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015477904 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07187822 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017878765 ---Validation accuracy:--- 0.981 Validation Loss: 0.07280542 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024930714 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07322006 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00484987 ---Validation accuracy:--- 0.981 Validation Loss: 0.074368015 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012292698 ---Validation accuracy:--- 0.981 Validation Loss: 0.07409788 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036372244 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0713408 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003191256 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0702158 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023171196 ---Validation accuracy:--- 0.9794 Validation Loss: 0.073656015 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031500207 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07322914 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002320474 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07405058 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002718004 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07564128 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031319233 ---Validation accuracy:--- 0.98 Validation Loss: 0.07412011 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005317856 ---Validation accuracy:--- 0.98 Validation Loss: 0.074088454 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.00970828 ---Validation accuracy:--- 0.979 Validation Loss: 0.07788225 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054849195 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07217375 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026937982 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072534874 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026803697 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06977716 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018291754 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07013649 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022941313 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07034485 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033721256 ---Validation accuracy:--- 0.9824 Validation Loss: 0.068464175 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033648184 ---Validation accuracy:--- 0.982 Validation Loss: 0.06758808 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070772893 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06801526 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023172363 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06777652 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013532283 ---Validation accuracy:--- 0.982 Validation Loss: 0.067952365 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006874056 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07471462 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039174417 ---Validation accuracy:--- 0.982 Validation Loss: 0.07293931 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001911756 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06924249 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024573188 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0689343 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012055305 ---Validation accuracy:--- 0.982 Validation Loss: 0.06892738 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023271895 ---Validation accuracy:--- 0.982 Validation Loss: 0.068884626 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034703037 ---Validation accuracy:--- 0.9836 Validation Loss: 0.070237234 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018282989 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07185037 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004253419 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07149846 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018012839 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06940415 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029084333 ---Validation accuracy:--- 0.981 Validation Loss: 0.07278861 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022973672 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06798684 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018333227 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067674905 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050987564 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06606741 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020171104 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06690395 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.013657844 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06855772 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014481905 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06923358 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002223913 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06929896 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014993825 ---Validation accuracy:--- 0.9804 Validation Loss: 0.068910025 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054337042 ---Validation accuracy:--- 0.9804 Validation Loss: 0.068427384 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054859966 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07259579 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023071386 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07075492 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0059940238 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07237099 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002781672 ---Validation accuracy:--- 0.981 Validation Loss: 0.06965861 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003144163 ---Validation accuracy:--- 0.9806 Validation Loss: 0.066662416 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034611062 ---Validation accuracy:--- 0.979 Validation Loss: 0.07101981 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042430335 ---Validation accuracy:--- 0.981 Validation Loss: 0.06838667 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054095928 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06653772 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002349273 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06792738 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006673517 ---Validation accuracy:--- 0.979 Validation Loss: 0.07542794 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025552502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071722224 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024785944 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07050906 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024131697 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06985574 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021967106 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0692309 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021939748 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06718244 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076680765 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070712656 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019322385 ---Validation accuracy:--- 0.981 Validation Loss: 0.06972545 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046461285 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06980426 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0048414366 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07232628 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028188198 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06931592 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018284625 ---Validation accuracy:--- 0.979 Validation Loss: 0.07099019 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015229891 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069802016 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004119737 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06946728 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004496715 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06973939 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017475518 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07332642 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016168766 ---Validation accuracy:--- 0.981 Validation Loss: 0.07091564 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007569085 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07940576 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.036146563 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0891013 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00302983 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090572394 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028262092 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07936421 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00402553 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0716957 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004993881 ---Validation accuracy:--- 0.9824 Validation Loss: 0.070843786 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026542041 ---Validation accuracy:--- 0.982 Validation Loss: 0.06987798 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003718468 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068191856 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025666088 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06809333 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022750038 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070598595 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006046381 ---Validation accuracy:--- 0.9798 Validation Loss: 0.069537126 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040352447 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07101786 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007764054 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069777146 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019102596 ---Validation accuracy:--- 0.981 Validation Loss: 0.069721594 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0058446187 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071574844 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001862425 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07143443 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026129817 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07181541 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034443643 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07423034 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037211224 ---Validation accuracy:--- 0.979 Validation Loss: 0.07476328 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020756044 ---Validation accuracy:--- 0.9788 Validation Loss: 0.071352795 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019561828 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06855718 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025408936 ---Validation accuracy:--- 0.98 Validation Loss: 0.06862374 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030813955 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06984635 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005414877 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072611466 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035092246 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07267989 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028602495 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07470719 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033628696 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07324735 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026083502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07359893 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031098053 ---Validation accuracy:--- 0.98 Validation Loss: 0.07813075 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066992925 ---Validation accuracy:--- 0.9796 Validation Loss: 0.083435446 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002304084 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08174164 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005233239 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0797095 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036486646 ---Validation accuracy:--- 0.979 Validation Loss: 0.07473374 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003911157 ---Validation accuracy:--- 0.98 Validation Loss: 0.07235794 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025517421 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07114021 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028999683 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07064885 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005796293 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069078684 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022509692 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07972396 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034396958 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0757874 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044697425 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075676724 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023261614 ---Validation accuracy:--- 0.98 Validation Loss: 0.0782539 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019351817 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07382619 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002765467 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07259911 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018858298 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07311668 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013145745 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073149465 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028160329 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07226643 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046561104 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072718315 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026087016 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0815164 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015899776 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08028607 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018495631 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08489784 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071632015 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08055979 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017272417 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08597791 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025649369 ---Validation accuracy:--- 0.98 Validation Loss: 0.08186103 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028369015 ---Validation accuracy:--- 0.9798 Validation Loss: 0.078836024 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008984139 ---Validation accuracy:--- 0.98 Validation Loss: 0.07841672 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030272687 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07663999 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00210876 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076598145 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008664403 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09692713 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017387505 ---Validation accuracy:--- 0.9764 Validation Loss: 0.091023155 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016135111 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078347355 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019266758 ---Validation accuracy:--- 0.979 Validation Loss: 0.0818322 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027984434 ---Validation accuracy:--- 0.979 Validation Loss: 0.07856166 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015407611 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07575667 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014486564 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075619444 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0063814037 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08153731 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018433089 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08040384 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013852433 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07790072 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018124584 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07503012 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031208044 ---Validation accuracy:--- 0.981 Validation Loss: 0.074905716 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023534864 ---Validation accuracy:--- 0.981 Validation Loss: 0.07503338 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002331202 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07807248 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0064247535 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08385305 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002668669 ---Validation accuracy:--- 0.9794 Validation Loss: 0.081675895 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023961845 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08156531 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001890568 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07957913 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019576186 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08890201 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026357926 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083234236 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007341922 ---Validation accuracy:--- 0.9776 Validation Loss: 0.09138192 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034063447 ---Validation accuracy:--- 0.9778 Validation Loss: 0.09026587 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023565618 ---Validation accuracy:--- 0.9784 Validation Loss: 0.090407945 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002359526 ---Validation accuracy:--- 0.9794 Validation Loss: 0.09032674 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027880997 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0837385 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045220647 ---Validation accuracy:--- 0.98 Validation Loss: 0.0820902 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024273722 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080198795 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002192142 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08513402 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035653994 ---Validation accuracy:--- 0.9798 Validation Loss: 0.084391005 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015505021 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08441299 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004009425 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07583631 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030297942 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07524711 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017141275 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079033844 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008169647 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07659599 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030374178 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07913546 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008874121 ---Validation accuracy:--- 0.9778 Validation Loss: 0.085158385 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00240097 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0802482 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019929921 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10841951 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002068098 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08797721 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.000929965 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08280376 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015003477 ---Validation accuracy:--- 0.979 Validation Loss: 0.079028904 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018645632 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07575899 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005300434 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07792707 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027599167 ---Validation accuracy:--- 0.98 Validation Loss: 0.07355186 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003882074 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07237353 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019848957 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07277336 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002030985 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07305143 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026035383 ---Validation accuracy:--- 0.98 Validation Loss: 0.07278414 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025844006 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072550766 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012775147 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070969656 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035103813 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07187595 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005138813 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0727604 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045072967 ---Validation accuracy:--- 0.9756 Validation Loss: 0.09485439 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017611949 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08266438 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003103529 ---Validation accuracy:--- 0.977 Validation Loss: 0.087568484 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018544033 ---Validation accuracy:--- 0.9736 Validation Loss: 0.093664065 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003309302 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09179129 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0061346125 ---Validation accuracy:--- 0.977 Validation Loss: 0.086679325 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056679887 ---Validation accuracy:--- 0.975 Validation Loss: 0.08943367 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052488367 ---Validation accuracy:--- 0.977 Validation Loss: 0.08493277 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014070049 ---Validation accuracy:--- 0.981 Validation Loss: 0.0743506 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016413799 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07743072 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015904447 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07490808 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001354308 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074980006 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031759315 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073532104 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020579812 ---Validation accuracy:--- 0.98 Validation Loss: 0.07323341 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023967514 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07124221 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026007008 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06918271 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018428126 ---Validation accuracy:--- 0.9818 Validation Loss: 0.068989396 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002277539 ---Validation accuracy:--- 0.982 Validation Loss: 0.0691132 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00073662266 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06871243 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0057743145 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08949318 Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23768234 ---Validation accuracy:--- 0.9524 Validation Loss: 0.2026016 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11807193 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12816992 Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12625651 ---Validation accuracy:--- 0.97 Validation Loss: 0.11164284 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.036354847 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12924004 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027897414 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08468616 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021094466 ---Validation accuracy:--- 0.976 Validation Loss: 0.08167926 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044415877 ---Validation accuracy:--- 0.979 Validation Loss: 0.08216275 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036394028 ---Validation accuracy:--- 0.978 Validation Loss: 0.08379221 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032896996 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08644875 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006712324 ---Validation accuracy:--- 0.981 Validation Loss: 0.07268867 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016168288 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07407415 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007176085 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07192015 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033603185 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07323262 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039664316 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070440054 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0080494 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08512712 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045456183 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07257012 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028675562 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0724199 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0072940253 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0726779 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035399904 ---Validation accuracy:--- 0.981 Validation Loss: 0.0716661 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017344435 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07266366 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044301227 ---Validation accuracy:--- 0.978 Validation Loss: 0.07752041 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002803104 ---Validation accuracy:--- 0.978 Validation Loss: 0.07929912 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002696435 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07619081 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007330234 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08601589 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024430808 ---Validation accuracy:--- 0.9762 Validation Loss: 0.084476635 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034288848 ---Validation accuracy:--- 0.978 Validation Loss: 0.07917781 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02187561 ---Validation accuracy:--- 0.974 Validation Loss: 0.08047605 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040376126 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07098204 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030927039 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07029804 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015246755 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06997748 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071882857 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07413045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046563065 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0734168 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040266155 ---Validation accuracy:--- 0.978 Validation Loss: 0.074022084 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027667498 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06963624 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003928119 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07101607 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002525372 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07306132 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036833098 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07714557 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003063368 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081734866 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050810985 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076909356 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017268026 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076846614 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0010776699 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08100617 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004078088 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07730037 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007636651 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07104778 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0047787456 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06970465 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039968835 ---Validation accuracy:--- 0.978 Validation Loss: 0.074552424 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001859193 ---Validation accuracy:--- 0.9796 Validation Loss: 0.072416626 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076185972 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08028453 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007893889 ---Validation accuracy:--- 0.972 Validation Loss: 0.096215054 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038788796 ---Validation accuracy:--- 0.9766 Validation Loss: 0.082647316 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003628844 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075080596 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029556828 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073857635 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039880206 ---Validation accuracy:--- 0.9794 Validation Loss: 0.074618295 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029406247 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0724524 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029751852 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07617247 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004974061 ---Validation accuracy:--- 0.977 Validation Loss: 0.0787329 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003574563 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07319534 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024354935 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07353074 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018663972 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07550267 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031218808 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07412453 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024088856 ---Validation accuracy:--- 0.981 Validation Loss: 0.07245573 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001946902 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07131074 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022127214 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07191068 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003073113 ---Validation accuracy:--- 0.982 Validation Loss: 0.070832334 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023287993 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07256943 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028112687 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07342537 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016768846 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07311045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020939368 ---Validation accuracy:--- 0.981 Validation Loss: 0.07196371 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021139935 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07396771 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.013081653 ---Validation accuracy:--- 0.98 Validation Loss: 0.07624911 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002315735 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07691627 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025636593 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07703 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00218855 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07659431 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020012252 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840227 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054166387 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07691625 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009133014 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08200152 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033701255 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08139079 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026379984 ---Validation accuracy:--- 0.9806 Validation Loss: 0.079336785 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023805404 ---Validation accuracy:--- 0.98 Validation Loss: 0.0765495 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015745702 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073526114 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026787687 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073920846 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015117341 ---Validation accuracy:--- 0.9798 Validation Loss: 0.072535545 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021801328 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07081231 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024149497 ---Validation accuracy:--- 0.9812 Validation Loss: 0.073793225 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012692295 ---Validation accuracy:--- 0.98 Validation Loss: 0.076465875 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013712058 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07630509 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044501964 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07463997 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00057447975 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07459099 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.015403318 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07334315 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0043457896 ---Validation accuracy:--- 0.981 Validation Loss: 0.075704634 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020197227 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07564239 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016795783 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0743135 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023921093 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07294661 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025425418 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07343115 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0053194556 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07764862 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026816365 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07403076 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017799819 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073420696 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012875695 ---Validation accuracy:--- 0.982 Validation Loss: 0.07023295 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024877808 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07055116 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015935536 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0770719 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027021852 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070434496 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021230227 ---Validation accuracy:--- 0.981 Validation Loss: 0.072488256 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026698264 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076751 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014161769 ---Validation accuracy:--- 0.978 Validation Loss: 0.07801189 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003129292 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07560287 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0041828365 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07258837 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014470926 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07201003 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019089505 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07126761 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029651178 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07462482 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003722704 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07782041 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015643778 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07635654 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00314796 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07803062 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027275775 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08212346 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054892427 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08006639 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017874412 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07712488 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014322146 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07664104 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008374003 ---Validation accuracy:--- 0.9748 Validation Loss: 0.092967376 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021863864 ---Validation accuracy:--- 0.979 Validation Loss: 0.07792446 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014937994 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07544433 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013929035 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07583287 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029221184 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07581711 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002065603 ---Validation accuracy:--- 0.981 Validation Loss: 0.07385763 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026390755 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077263445 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0152161205 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09271187 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001713543 ---Validation accuracy:--- 0.9746 Validation Loss: 0.093203336 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002248001 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07650372 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00095253484 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07725948 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013913035 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07668344 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015311008 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07678328 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026032059 ---Validation accuracy:--- 0.98 Validation Loss: 0.07550351 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034940927 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076557204 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036970985 ---Validation accuracy:--- 0.979 Validation Loss: 0.07876507 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002375785 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078664936 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036607275 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07486945 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021246888 ---Validation accuracy:--- 0.9798 Validation Loss: 0.074906945 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0009170268 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076192185 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012971918 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0768687 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001578923 ---Validation accuracy:--- 0.98 Validation Loss: 0.0771074 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038052688 ---Validation accuracy:--- 0.979 Validation Loss: 0.07887683 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022685952 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078938365 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031111657 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076773524 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044585303 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079863064 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028134084 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07970326 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002983334 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07835836 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033156082 ---Validation accuracy:--- 0.979 Validation Loss: 0.0785815 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012839839 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07739182 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013405185 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07817886 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002791973 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07763357 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003273107 ---Validation accuracy:--- 0.9788 Validation Loss: 0.079011336 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018685859 ---Validation accuracy:--- 0.9784 Validation Loss: 0.079660386 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0009483496 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07992268 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008852893 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08273352 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023104928 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07918247 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030039102 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07744634 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002059448 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07429341 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020592497 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07475944 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018707078 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07426641 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0010934473 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073993035 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029925 ---Validation accuracy:--- 0.9766 Validation Loss: 0.087260105 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0075843097 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08103009 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002794651 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08238359 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038226796 ---Validation accuracy:--- 0.979 Validation Loss: 0.07679121 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0058432696 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07744855 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001301848 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07726501 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038116556 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08511604 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019854056 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08302833 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025413441 ---Validation accuracy:--- 0.977 Validation Loss: 0.0815285 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020884832 ---Validation accuracy:--- 0.9786 Validation Loss: 0.079023935 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022258346 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07890007 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001890901 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07605215 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015853073 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0761331 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003253709 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07542578 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015108665 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07427555 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002590468 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074598886 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016001251 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07859037 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013023107 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075437695 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014112511 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0749472 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.010691751 ---Validation accuracy:--- 0.9792 Validation Loss: 0.080059834 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028687299 ---Validation accuracy:--- 0.979 Validation Loss: 0.07866559 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002787044 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0769729 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026972487 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07569723 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018861728 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08253659 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016794988 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073528334 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047972202 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08520769 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025643278 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07954464 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019192417 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08715042 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020262662 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07908305 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036213102 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08436844 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005528718 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08490809 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002753191 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07317226 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023800635 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07235186 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002317856 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07296354 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010832344 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07822191 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026336715 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07647519 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020614406 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07753224 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003459917 ---Validation accuracy:--- 0.978 Validation Loss: 0.0747795 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032071187 ---Validation accuracy:--- 0.9782 Validation Loss: 0.076788254 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002990979 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0829889 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033611136 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07784918 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021988119 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076072045 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022457275 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07707165 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037841315 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07203882 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008801575 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07561856 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052045994 ---Validation accuracy:--- 0.978 Validation Loss: 0.07852813 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028903591 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077724144 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022384387 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07672318 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027020955 ---Validation accuracy:--- 0.9802 Validation Loss: 0.076037295 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008417633 ---Validation accuracy:--- 0.978 Validation Loss: 0.082164906 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002543872 ---Validation accuracy:--- 0.9774 Validation Loss: 0.082640976 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032637697 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077530675 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017032281 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0766565 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00491998 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07727793 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036583226 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0829161 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00269764 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08063708 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00076602533 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07851494 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014660433 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07813886 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037903534 ---Validation accuracy:--- 0.977 Validation Loss: 0.08651168 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025869424 ---Validation accuracy:--- 0.9794 Validation Loss: 0.081059255 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015570334 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07821062 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005880126 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07944347 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001574457 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0783131 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001997645 ---Validation accuracy:--- 0.98 Validation Loss: 0.07763978 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030737475 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07723065 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.000656525 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077013 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010535572 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0748667 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004403068 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0790132 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012179713 ---Validation accuracy:--- 0.982 Validation Loss: 0.078122005 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019424859 ---Validation accuracy:--- 0.9812 Validation Loss: 0.078262314 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054371236 ---Validation accuracy:--- 0.98 Validation Loss: 0.08119568 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020411261 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08071238 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017357873 ---Validation accuracy:--- 0.9798 Validation Loss: 0.082229756 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019761104 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08064654 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018046892 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07444785 Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.038620915 ---Validation accuracy:--- 0.978 Validation Loss: 0.08518717 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002111493 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07756918 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003948379 ---Validation accuracy:--- 0.9816 Validation Loss: 0.077385485 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008565259 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07874509 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003056848 ---Validation accuracy:--- 0.981 Validation Loss: 0.07869886 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037955781 ---Validation accuracy:--- 0.9804 Validation Loss: 0.080140084 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032400144 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07953072 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004068736 ---Validation accuracy:--- 0.981 Validation Loss: 0.07991796 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004059525 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08239035 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004170034 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08244777 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015638487 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0802043 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00114894 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07962177 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002642006 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07706739 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020699035 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08110689 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020982472 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08194807 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024838052 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07956079 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032544148 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09065998 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003706515 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08487437 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027566224 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07740021 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076514008 ---Validation accuracy:--- 0.979 Validation Loss: 0.07798257 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026633055 ---Validation accuracy:--- 0.98 Validation Loss: 0.07589543 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003546366 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07922347 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024208704 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07629047 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018542758 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07693044 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023236827 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07715858 Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017651938 ---Validation accuracy:--- 0.977 Validation Loss: 0.08800868 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027257216 ---Validation accuracy:--- 0.978 Validation Loss: 0.08479929 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007754885 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08244488 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004203813 ---Validation accuracy:--- 0.979 Validation Loss: 0.080650374 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007365152 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1064407 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010664616 ---Validation accuracy:--- 0.9764 Validation Loss: 0.0884531 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027387114 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08552265 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014453604 ---Validation accuracy:--- 0.976 Validation Loss: 0.089431114 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008702573 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08912124 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015601802 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09088897 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005835751 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08851489 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013096857 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0800595 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017702115 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07779793 Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0094049405 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07764932 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035586313 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08152219 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025151044 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0768687 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022105895 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08616499 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0061857407 ---Validation accuracy:--- 0.978 Validation Loss: 0.08604463 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006178135 ---Validation accuracy:--- 0.976 Validation Loss: 0.08551645 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017892778 ---Validation accuracy:--- 0.978 Validation Loss: 0.08073116 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008404813 ---Validation accuracy:--- 0.977 Validation Loss: 0.08340712 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.014608166 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10466424 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046688486 ---Validation accuracy:--- 0.975 Validation Loss: 0.093133055 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017159837 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08479172 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0037771866 ---Validation accuracy:--- 0.975 Validation Loss: 0.08597956 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024825265 ---Validation accuracy:--- 0.975 Validation Loss: 0.08511483 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018943325 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08285597 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003749661 ---Validation accuracy:--- 0.978 Validation Loss: 0.083957076 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001513474 ---Validation accuracy:--- 0.977 Validation Loss: 0.08408473 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025338402 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08266627 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025483985 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08100606 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023902322 ---Validation accuracy:--- 0.977 Validation Loss: 0.080360465 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048419824 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0838952 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008327443 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08587891 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007892484 ---Validation accuracy:--- 0.9736 Validation Loss: 0.095805176 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038281798 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09049519 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024249577 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07907785 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017014748 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07467227 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052132835 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07406184 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030753897 ---Validation accuracy:--- 0.98 Validation Loss: 0.07403291 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033178518 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073866986 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031255896 ---Validation accuracy:--- 0.979 Validation Loss: 0.08159945 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025354445 ---Validation accuracy:--- 0.98 Validation Loss: 0.08009657 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016735462 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07806585 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010668326 ---Validation accuracy:--- 0.978 Validation Loss: 0.08058788 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005638418 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073477834 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035303407 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07440572 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023953556 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07546987 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023391803 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07271065 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002193029 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07234847 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035092132 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07876165 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023982357 ---Validation accuracy:--- 0.9796 Validation Loss: 0.080057144 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0044894735 ---Validation accuracy:--- 0.9804 Validation Loss: 0.075078964 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015663862 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07431097 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003094023 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07380279 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027010406 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07403635 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024298527 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072983906 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030140482 ---Validation accuracy:--- 0.977 Validation Loss: 0.08138952 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015432036 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07564874 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009759712 ---Validation accuracy:--- 0.98 Validation Loss: 0.07454076 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020375047 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07515802 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046825255 ---Validation accuracy:--- 0.982 Validation Loss: 0.071144804 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002386923 ---Validation accuracy:--- 0.976 Validation Loss: 0.09097881 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0074051106 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07761567 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002147138 ---Validation accuracy:--- 0.9816 Validation Loss: 0.068892 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0041770875 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07297488 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029386472 ---Validation accuracy:--- 0.979 Validation Loss: 0.073986545 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020808708 ---Validation accuracy:--- 0.979 Validation Loss: 0.074308306 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017549394 ---Validation accuracy:--- 0.979 Validation Loss: 0.07641983 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014851815 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07471445 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015361283 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078722596 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015744385 ---Validation accuracy:--- 0.981 Validation Loss: 0.074561656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0040820614 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07597464 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027893083 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076524295 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052032457 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083354205 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036955466 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076427415 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001085998 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07711209 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032704228 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073856376 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016777525 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07311477 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062947064 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08254939 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020602054 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07941964 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016085997 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07906924 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014814303 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07620342 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026840868 ---Validation accuracy:--- 0.98 Validation Loss: 0.077284366 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010238642 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08157307 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019071877 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07750434 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008133093 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083436355 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048546758 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07802894 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004432039 ---Validation accuracy:--- 0.982 Validation Loss: 0.07443872 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0034906555 ---Validation accuracy:--- 0.982 Validation Loss: 0.07313878 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014419152 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07358827 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027976444 ---Validation accuracy:--- 0.98 Validation Loss: 0.07645117 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015709478 ---Validation accuracy:--- 0.979 Validation Loss: 0.07974661 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025069553 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07619952 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0034121107 ---Validation accuracy:--- 0.98 Validation Loss: 0.076646656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024135334 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070637226 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017647615 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0712668 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002484663 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07225889 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014940432 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07061253 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018870735 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0699572 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002489251 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07044343 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013781014 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0700426 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024994062 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07004205 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0065708742 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071847804 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002264826 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071858436 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018864161 ---Validation accuracy:--- 0.982 Validation Loss: 0.07247339 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025102154 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07191883 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017236116 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07194505 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025106655 ---Validation accuracy:--- 0.98 Validation Loss: 0.07700709 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021524166 ---Validation accuracy:--- 0.98 Validation Loss: 0.0760852 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003013174 ---Validation accuracy:--- 0.981 Validation Loss: 0.071919754 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017046875 ---Validation accuracy:--- 0.9826 Validation Loss: 0.071757816 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008466602 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076109335 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0039314865 ---Validation accuracy:--- 0.9802 Validation Loss: 0.082346976 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029213459 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07685617 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025863273 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074822865 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025726156 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073189616 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002320543 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073073134 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020396528 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072321646 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004308493 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073075384 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002696661 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07415466 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021497407 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07186096 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018241405 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07097469 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013078639 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07109058 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004095545 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07059156 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020860382 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07040159 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002387353 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07023656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018163556 ---Validation accuracy:--- 0.983 Validation Loss: 0.070333906 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007824177 ---Validation accuracy:--- 0.983 Validation Loss: 0.06866998 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027580378 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07603607 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032604898 ---Validation accuracy:--- 0.978 Validation Loss: 0.081289664 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00084650365 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07390485 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003800328 ---Validation accuracy:--- 0.9814 Validation Loss: 0.069906786 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004052108 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075761534 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018557268 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0730248 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021007583 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07208769 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014994779 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0699525 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0049165674 ---Validation accuracy:--- 0.979 Validation Loss: 0.075418495 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031639235 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07325591 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0049069137 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0724621 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015531225 ---Validation accuracy:--- 0.981 Validation Loss: 0.071905814 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025657886 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07187546 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011304006 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07021684 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011572904 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06988986 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002132587 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06939905 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002665958 ---Validation accuracy:--- 0.982 Validation Loss: 0.06944428 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030428525 ---Validation accuracy:--- 0.977 Validation Loss: 0.083282255 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017699859 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080833755 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001883682 ---Validation accuracy:--- 0.98 Validation Loss: 0.07332737 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0006841083 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07220136 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013165587 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070551395 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00189634 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071354054 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018815463 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0714084 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018503598 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0700199 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009689464 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070066564 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00041244476 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070068985 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002671293 ---Validation accuracy:--- 0.9816 Validation Loss: 0.069318 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030653656 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06864072 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00565548 ---Validation accuracy:--- 0.98 Validation Loss: 0.0779548 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003578977 ---Validation accuracy:--- 0.981 Validation Loss: 0.0763867 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00215803 ---Validation accuracy:--- 0.979 Validation Loss: 0.07714734 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033960224 ---Validation accuracy:--- 0.979 Validation Loss: 0.07829278 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046861484 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069429934 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00087420567 ---Validation accuracy:--- 0.981 Validation Loss: 0.07004458 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019142035 ---Validation accuracy:--- 0.982 Validation Loss: 0.06992535 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004639853 ---Validation accuracy:--- 0.982 Validation Loss: 0.06970721 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017374126 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06735095 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026044822 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06960825 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002800111 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07221212 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024565074 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07101701 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013957124 ---Validation accuracy:--- 0.9802 Validation Loss: 0.069530405 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019249818 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0688306 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011662594 ---Validation accuracy:--- 0.9816 Validation Loss: 0.067975946 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001474135 ---Validation accuracy:--- 0.9806 Validation Loss: 0.068580896 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018335002 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06997709 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020471502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070111394 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027961666 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07142276 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011445796 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07259219 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028138536 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06907153 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010245143 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07003296 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001984778 ---Validation accuracy:--- 0.982 Validation Loss: 0.07018368 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003306027 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06740737 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03383353 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0778613 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009912235 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07023646 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0042651044 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07360153 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018561005 ---Validation accuracy:--- 0.9826 Validation Loss: 0.070742875 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021242609 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07197741 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023050203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07000847 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035780862 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070657596 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013305831 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07057935 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020940301 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035369 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005120225 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06958734 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001915184 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07044607 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011246293 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069761224 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015432435 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0694411 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002486714 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06921719 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024053073 ---Validation accuracy:--- 0.981 Validation Loss: 0.07553561 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036586355 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07509239 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00078915636 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0733396 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016587157 ---Validation accuracy:--- 0.982 Validation Loss: 0.071046546 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002096644 ---Validation accuracy:--- 0.981 Validation Loss: 0.072645724 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014591748 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070870034 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024969548 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06972474 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014672253 ---Validation accuracy:--- 0.982 Validation Loss: 0.06921773 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014827735 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07414804 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00159176 ---Validation accuracy:--- 0.981 Validation Loss: 0.07319775 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002146099 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072419055 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012955446 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070360534 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031093182 ---Validation accuracy:--- 0.982 Validation Loss: 0.07110886 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010004465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07138478 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002583891 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06971937 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015429694 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06856127 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007895747 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0685519 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022586943 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06697132 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017097346 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069187745 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028701315 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06772341 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036555636 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07747495 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014474869 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076453514 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026610345 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08464992 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00076994905 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08134108 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010628611 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07712639 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020203982 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07654716 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012023788 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07295416 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018130727 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07329694 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010552928 ---Validation accuracy:--- 0.982 Validation Loss: 0.07302228 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0005014554 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072900966 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010505787 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07277195 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020186494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071666606 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012986995 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07165127 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016010037 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07150307 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023509369 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07059956 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009933818 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07306335 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001344386 ---Validation accuracy:--- 0.982 Validation Loss: 0.072676465 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012270621 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07275601 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03532856 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07174634 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008696943 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10780518 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031711 ---Validation accuracy:--- 0.978 Validation Loss: 0.086884476 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00092472765 ---Validation accuracy:--- 0.978 Validation Loss: 0.08683595 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00065197033 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074141055 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006088979 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07518497 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035295135 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074935116 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010572338 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07603355 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011291229 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07587019 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020268473 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07484097 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027765622 ---Validation accuracy:--- 0.983 Validation Loss: 0.07397769 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011110685 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07498993 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010754121 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074807905 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012174449 ---Validation accuracy:--- 0.982 Validation Loss: 0.074976996 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022340212 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0767264 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014148201 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07513037 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003650712 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073752545 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009593242 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072251886 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002245604 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07248816 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022760471 ---Validation accuracy:--- 0.983 Validation Loss: 0.072480105 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014473951 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07265238 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003356639 ---Validation accuracy:--- 0.983 Validation Loss: 0.07269026 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023069205 ---Validation accuracy:--- 0.9828 Validation Loss: 0.069162086 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013589018 ---Validation accuracy:--- 0.983 Validation Loss: 0.06847215 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.014477853 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06938278 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004432908 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07603113 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002023772 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069801696 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013325555 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06952666 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018581769 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0691116 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019267556 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06964404 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023849995 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07502601 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019543723 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0738927 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016106081 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0729823 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002742875 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07158248 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017038914 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07529765 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029280197 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067168355 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016529177 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06749018 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00092694996 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06734516 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002496258 ---Validation accuracy:--- 0.9824 Validation Loss: 0.067449436 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002570539 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06864171 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015791911 ---Validation accuracy:--- 0.982 Validation Loss: 0.069378726 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011156646 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06656676 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015534683 ---Validation accuracy:--- 0.982 Validation Loss: 0.06700085 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014500096 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06707073 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013310434 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06767686 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021606807 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06978529 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022653136 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06997044 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001726925 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071853146 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009230897 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07246533 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014392656 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07221585 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015722435 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0706402 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023478277 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06931864 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0042699953 ---Validation accuracy:--- 0.9796 Validation Loss: 0.075965665 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016739857 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075296275 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027585512 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07320695 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031579349 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07204065 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010648954 ---Validation accuracy:--- 0.982 Validation Loss: 0.07036951 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009065621 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072269276 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013878491 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078421034 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011823913 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07821562 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017581546 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075864635 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015074614 ---Validation accuracy:--- 0.981 Validation Loss: 0.07344017 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019309154 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07292154 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015016785 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07181474 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002680873 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07306313 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00332914 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072465174 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020639554 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07127393 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001137728 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07212753 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00240116 ---Validation accuracy:--- 0.9808 Validation Loss: 0.072095454 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018034768 ---Validation accuracy:--- 0.981 Validation Loss: 0.07199785 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028487272 ---Validation accuracy:--- 0.98 Validation Loss: 0.069584236 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038642907 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07221754 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008522222 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06909714 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017718839 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06900352 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066593047 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06844605 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023564403 ---Validation accuracy:--- 0.981 Validation Loss: 0.06885237 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017075649 ---Validation accuracy:--- 0.9794 Validation Loss: 0.073306285 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015084988 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07236598 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020742111 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07000381 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.017988868 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07266919 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021762713 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07129155 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0050438577 ---Validation accuracy:--- 0.9794 Validation Loss: 0.06829032 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0058147097 ---Validation accuracy:--- 0.981 Validation Loss: 0.06875306 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031049473 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0696391 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017230777 ---Validation accuracy:--- 0.98 Validation Loss: 0.07148608 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019510558 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07280501 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019162048 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06957206 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016403837 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06907039 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018166724 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06988189 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012040419 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0703885 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019871388 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070350945 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00095573865 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06846458 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022833582 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06733542 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011834365 ---Validation accuracy:--- 0.9822 Validation Loss: 0.066324845 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012327344 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06552557 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022237482 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06540912 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020901852 ---Validation accuracy:--- 0.9822 Validation Loss: 0.066151425 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015069097 ---Validation accuracy:--- 0.9824 Validation Loss: 0.066029385 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016012688 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069615304 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01825539 ---Validation accuracy:--- 0.9748 Validation Loss: 0.085006334 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030361242 ---Validation accuracy:--- 0.9808 Validation Loss: 0.070899874 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001053199 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0700075 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004638447 ---Validation accuracy:--- 0.9788 Validation Loss: 0.071853675 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025245578 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07100948 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029751032 ---Validation accuracy:--- 0.979 Validation Loss: 0.07847889 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001295523 ---Validation accuracy:--- 0.981 Validation Loss: 0.07735474 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011385818 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08019493 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016019759 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076596245 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011723586 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07139476 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007541946 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134262 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021322558 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07166459 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020892557 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07324915 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021607843 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07344989 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014349979 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07214829 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017147237 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07140156 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031201094 ---Validation accuracy:--- 0.983 Validation Loss: 0.07087059 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00082971563 ---Validation accuracy:--- 0.983 Validation Loss: 0.06973727 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007162046 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06977986 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026954515 ---Validation accuracy:--- 0.981 Validation Loss: 0.07453209 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015627914 ---Validation accuracy:--- 0.9836 Validation Loss: 0.070730396 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011167953 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06940019 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0039384156 ---Validation accuracy:--- 0.9802 Validation Loss: 0.079862624 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014779037 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07857714 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023886827 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076749586 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011890755 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074425496 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020282825 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07418037 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032722997 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073680274 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016945496 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07195665 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001720089 ---Validation accuracy:--- 0.9816 Validation Loss: 0.071728304 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014700517 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0733293 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022586768 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07278849 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015592566 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076655105 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020020371 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07310656 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.011204731 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073848136 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039269093 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07715114 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025636163 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07672682 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013301846 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07621876 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009791792 ---Validation accuracy:--- 0.98 Validation Loss: 0.076538146 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002775637 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08003662 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017412838 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07303894 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031654444 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073587805 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022388177 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07486499 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023477986 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07337002 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004656391 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081700794 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00095547206 ---Validation accuracy:--- 0.9804 Validation Loss: 0.080480576 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022308624 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07307273 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013057546 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09235635 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012447417 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06874155 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016246575 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06860285 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00224464 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07067282 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015515786 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07121774 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001466366 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07298233 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00089936645 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072915815 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024254173 ---Validation accuracy:--- 0.982 Validation Loss: 0.07286837 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0158603 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07255195 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015820777 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07184171 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015547192 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07180436 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032167002 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07636593 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029033464 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07689797 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046054246 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07991185 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004972566 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09404118 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019367534 ---Validation accuracy:--- 0.9756 Validation Loss: 0.09136196 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027580261 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08035869 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002401217 ---Validation accuracy:--- 0.98 Validation Loss: 0.07846615 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0043180482 ---Validation accuracy:--- 0.979 Validation Loss: 0.07531545 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0040208064 ---Validation accuracy:--- 0.976 Validation Loss: 0.090009555 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001567046 ---Validation accuracy:--- 0.9782 Validation Loss: 0.086877756 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023495876 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08246559 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005739205 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07472218 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013043747 ---Validation accuracy:--- 0.981 Validation Loss: 0.072572745 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018404258 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07456561 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018719541 ---Validation accuracy:--- 0.98 Validation Loss: 0.07497756 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002385987 ---Validation accuracy:--- 0.975 Validation Loss: 0.09023486 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020710232 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0824982 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002272164 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08056111 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002805355 ---Validation accuracy:--- 0.98 Validation Loss: 0.074914284 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018773575 ---Validation accuracy:--- 0.9798 Validation Loss: 0.078526415 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017428371 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07853253 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012230895 ---Validation accuracy:--- 0.98 Validation Loss: 0.07875197 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016084004 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07688572 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011334582 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07215862 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00090694963 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07180315 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024348209 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07268205 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021993814 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08031984 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0630933 ---Validation accuracy:--- 0.979 Validation Loss: 0.08113428 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025907299 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0769537 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012677773 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07666544 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004097887 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08225027 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038291544 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076203085 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002126801 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07620099 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000707811 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074786976 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002241765 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07461384 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023326515 ---Validation accuracy:--- 0.981 Validation Loss: 0.074693725 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027020092 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0734377 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019890375 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07468244 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013661394 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07072136 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027362548 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08635565 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027723357 ---Validation accuracy:--- 0.981 Validation Loss: 0.072925314 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018782982 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07210911 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023007353 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071762845 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010246747 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07100365 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033193678 ---Validation accuracy:--- 0.9802 Validation Loss: 0.071902566 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016333222 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07122175 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000984138 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07135246 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018305653 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07063883 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026026694 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06947328 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012249089 ---Validation accuracy:--- 0.981 Validation Loss: 0.06864286 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00093185523 ---Validation accuracy:--- 0.981 Validation Loss: 0.07182098 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015264879 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070281595 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029542304 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07116103 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012708752 ---Validation accuracy:--- 0.981 Validation Loss: 0.07014979 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0008699432 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070248574 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00076164113 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06920033 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021250611 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073303305 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025019057 ---Validation accuracy:--- 0.981 Validation Loss: 0.07152609 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052010887 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07610143 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019207612 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07427676 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009970817 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07595752 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00264576 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07510781 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010871367 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07535079 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012354096 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07086092 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003620866 ---Validation accuracy:--- 0.982 Validation Loss: 0.06895655 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027196556 ---Validation accuracy:--- 0.981 Validation Loss: 0.06886045 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016145511 ---Validation accuracy:--- 0.982 Validation Loss: 0.069217294 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024160866 ---Validation accuracy:--- 0.982 Validation Loss: 0.069183804 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023031263 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06932882 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018615919 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07001013 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017822247 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06955879 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016559568 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06863746 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010424559 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069284104 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015163351 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07105276 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011333874 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06974352 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015967819 ---Validation accuracy:--- 0.981 Validation Loss: 0.06982458 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019754025 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07087377 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00071435573 ---Validation accuracy:--- 0.9778 Validation Loss: 0.083091505 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021967199 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07685097 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001838797 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07032231 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009583041 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071150824 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00278663 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08299678 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00063445256 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08180985 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002480339 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08087732 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014792528 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07864862 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001029371 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073462196 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022205133 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073740475 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010771583 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07336154 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019040821 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035845 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00031161297 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035993 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018096207 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075492606 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015410921 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07675871 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005815059 ---Validation accuracy:--- 0.9796 Validation Loss: 0.082395986 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001518777 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08126711 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030682373 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07742137 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021514853 ---Validation accuracy:--- 0.981 Validation Loss: 0.07689797 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013286269 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07634824 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014011998 ---Validation accuracy:--- 0.981 Validation Loss: 0.07445307 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024023918 ---Validation accuracy:--- 0.981 Validation Loss: 0.07291607 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027092025 ---Validation accuracy:--- 0.979 Validation Loss: 0.08283943 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019993412 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08260414 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022311518 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07923493 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028684419 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07939286 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00402879 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08195455 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035986805 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08156375 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007539339 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08455533 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016389707 ---Validation accuracy:--- 0.9746 Validation Loss: 0.0997157 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018438986 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08887256 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038559427 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09173268 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038787744 ---Validation accuracy:--- 0.9748 Validation Loss: 0.094735764 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014100161 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08450849 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015299822 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08481183 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001933778 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08186899 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00287207 ---Validation accuracy:--- 0.9774 Validation Loss: 0.086203806 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004113318 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08406352 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032359404 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08367698 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00154406 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08107766 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022270982 ---Validation accuracy:--- 0.981 Validation Loss: 0.07659009 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0041374248 ---Validation accuracy:--- 0.981 Validation Loss: 0.07714362 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003812387 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08269285 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013259096 ---Validation accuracy:--- 0.9796 Validation Loss: 0.077678055 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046064314 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07765121 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036084554 ---Validation accuracy:--- 0.98 Validation Loss: 0.077103496 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002327806 ---Validation accuracy:--- 0.98 Validation Loss: 0.07360023 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0043877508 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07464324 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023088485 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08087865 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001418868 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07801956 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025253028 ---Validation accuracy:--- 0.9816 Validation Loss: 0.077022694 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001892357 ---Validation accuracy:--- 0.981 Validation Loss: 0.07621308 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021482874 ---Validation accuracy:--- 0.98 Validation Loss: 0.07690347 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011240296 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07594839 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001463481 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07754325 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002401475 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075546995 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001129166 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07531616 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019786793 ---Validation accuracy:--- 0.981 Validation Loss: 0.07491057 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020861768 ---Validation accuracy:--- 0.982 Validation Loss: 0.07307949 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004024951 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07297706 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022629066 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07593309 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004310948 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07815764 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033600228 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076452136 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007898845 ---Validation accuracy:--- 0.9802 Validation Loss: 0.077807315 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008212264 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07468757 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0054420717 ---Validation accuracy:--- 0.9776 Validation Loss: 0.084270805 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011973542 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082257286 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001050367 ---Validation accuracy:--- 0.978 Validation Loss: 0.08122761 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024305752 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08546062 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024283484 ---Validation accuracy:--- 0.978 Validation Loss: 0.08461619 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001349884 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084483095 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029676273 ---Validation accuracy:--- 0.9798 Validation Loss: 0.082202524 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010076803 ---Validation accuracy:--- 0.9798 Validation Loss: 0.081929654 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.011927774 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0992368 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015024528 ---Validation accuracy:--- 0.9742 Validation Loss: 0.0993563 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00136509 ---Validation accuracy:--- 0.9756 Validation Loss: 0.098462656 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030621006 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09262585 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00191067 ---Validation accuracy:--- 0.977 Validation Loss: 0.08663341 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014405155 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07959617 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026570023 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08032647 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025584344 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07919159 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002094437 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07826834 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023741834 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07838749 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020673645 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07654246 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012546824 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076683976 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014797479 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07438516 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018636629 ---Validation accuracy:--- 0.9794 Validation Loss: 0.079660825 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0098889 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08219188 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052496158 ---Validation accuracy:--- 0.9776 Validation Loss: 0.09181525 Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.013369484 ---Validation accuracy:--- 0.978 Validation Loss: 0.08607674 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017092323 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07856249 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026897918 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07866744 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010031835 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078585446 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020242103 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08044011 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016519466 ---Validation accuracy:--- 0.98 Validation Loss: 0.0802892 Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000915285 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07380457 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0044992613 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07344347 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003136046 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07708833 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019746292 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07398349 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001425347 ---Validation accuracy:--- 0.98 Validation Loss: 0.07352358 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013762927 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07298922 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040349425 ---Validation accuracy:--- 0.98 Validation Loss: 0.07174539 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037270146 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07428129 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.01081033 ---Validation accuracy:--- 0.9768 Validation Loss: 0.09527481 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019265601 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08609578 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045994553 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07005996 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003550073 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074718535 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0006920589 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07366702 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017254339 ---Validation accuracy:--- 0.981 Validation Loss: 0.07389981 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016890973 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07441977 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023496554 ---Validation accuracy:--- 0.981 Validation Loss: 0.073874 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0004911173 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074215345 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011668671 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07460999 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006663942 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08199569 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000680619 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08028595 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059280074 ---Validation accuracy:--- 0.982 Validation Loss: 0.073141806 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005267075 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09147899 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016771285 ---Validation accuracy:--- 0.9754 Validation Loss: 0.092526615 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020464545 ---Validation accuracy:--- 0.976 Validation Loss: 0.09421807 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00476248 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07871227 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014780298 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0787827 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016092551 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07448211 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004688937 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07081453 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013513084 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07105086 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051149847 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07335328 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01297462 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080392264 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035745553 ---Validation accuracy:--- 0.981 Validation Loss: 0.06988075 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010594488 ---Validation accuracy:--- 0.9814 Validation Loss: 0.068654925 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017070456 ---Validation accuracy:--- 0.9834 Validation Loss: 0.067926005 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019054636 ---Validation accuracy:--- 0.983 Validation Loss: 0.06799749 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00180769 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06638102 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022118296 ---Validation accuracy:--- 0.984 Validation Loss: 0.06634546 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025649488 ---Validation accuracy:--- 0.9836 Validation Loss: 0.066252165 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013875277 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06696183 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026189846 ---Validation accuracy:--- 0.982 Validation Loss: 0.06963962 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034138882 ---Validation accuracy:--- 0.979 Validation Loss: 0.0846845 Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.091911115 ---Validation accuracy:--- 0.9696 Validation Loss: 0.108463235 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025539761 ---Validation accuracy:--- 0.9768 Validation Loss: 0.086592846 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00254205 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08273983 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020185679 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07893684 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00577108 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10257341 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014403062 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0957359 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060671605 ---Validation accuracy:--- 0.978 Validation Loss: 0.087237984 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045189494 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09332097 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003367735 ---Validation accuracy:--- 0.971 Validation Loss: 0.110058285 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0074230344 ---Validation accuracy:--- 0.9786 Validation Loss: 0.089329004 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017932814 ---Validation accuracy:--- 0.9788 Validation Loss: 0.087395675 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001612362 ---Validation accuracy:--- 0.9794 Validation Loss: 0.085139535 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009678137 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07788874 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022713696 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07792438 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019444007 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080578305 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035388812 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07464276 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025043665 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07280122 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019243078 ---Validation accuracy:--- 0.9824 Validation Loss: 0.071410336 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025825156 ---Validation accuracy:--- 0.982 Validation Loss: 0.06996657 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028424978 ---Validation accuracy:--- 0.982 Validation Loss: 0.068888545 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027634106 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06810281 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041330284 ---Validation accuracy:--- 0.9842 Validation Loss: 0.06810436 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016356583 ---Validation accuracy:--- 0.984 Validation Loss: 0.068230204 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019173009 ---Validation accuracy:--- 0.9842 Validation Loss: 0.0678125 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024004683 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07106506 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013776252 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06906548 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021394596 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071208015 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035282078 ---Validation accuracy:--- 0.9844 Validation Loss: 0.066115595 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012743887 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06572337 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006234292 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0720746 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011095403 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07232794 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019987982 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06844921 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014968046 ---Validation accuracy:--- 0.981 Validation Loss: 0.07384346 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0043478855 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07133559 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014791745 ---Validation accuracy:--- 0.982 Validation Loss: 0.07210804 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018483171 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0744494 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018170673 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07280457 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024224273 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07106482 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015951537 ---Validation accuracy:--- 0.983 Validation Loss: 0.07043658 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018959609 ---Validation accuracy:--- 0.983 Validation Loss: 0.07073229 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012661883 ---Validation accuracy:--- 0.9834 Validation Loss: 0.069353 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015353588 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06869473 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034084243 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0686618 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002562192 ---Validation accuracy:--- 0.983 Validation Loss: 0.06793233 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011458241 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06731811 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013321831 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06721284 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014762292 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06702955 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032805623 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07464863 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020182368 ---Validation accuracy:--- 0.9828 Validation Loss: 0.074534364 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019885383 ---Validation accuracy:--- 0.9834 Validation Loss: 0.0739629 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015561661 ---Validation accuracy:--- 0.9838 Validation Loss: 0.068263344 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018251125 ---Validation accuracy:--- 0.984 Validation Loss: 0.06825064 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017223835 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06990579 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003042309 ---Validation accuracy:--- 0.9832 Validation Loss: 0.069349356 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019391413 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073025554 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011315144 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07273778 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00204902 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07096602 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012080376 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07120305 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0075440337 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07788745 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027068765 ---Validation accuracy:--- 0.9812 Validation Loss: 0.071548656 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017323613 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07092734 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009394304 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07061869 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012005281 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07065374 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023557004 ---Validation accuracy:--- 0.9806 Validation Loss: 0.076755084 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025239985 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07595455 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001970961 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07556312 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002149314 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07581461 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051072603 ---Validation accuracy:--- 0.981 Validation Loss: 0.07481933 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007843651 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074676365 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025707155 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0739516 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00055040425 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07963748 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002001562 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07474568 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024769627 ---Validation accuracy:--- 0.981 Validation Loss: 0.07497764 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009913665 ---Validation accuracy:--- 0.981 Validation Loss: 0.075025216 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012391309 ---Validation accuracy:--- 0.982 Validation Loss: 0.07136312 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012329741 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110313 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000608154 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07108936 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014900588 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070426606 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001912564 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070349 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013884092 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07111249 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00089304254 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07073758 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011671354 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07093156 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002916225 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06932401 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010969561 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069226086 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024020404 ---Validation accuracy:--- 0.982 Validation Loss: 0.073164135 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017033481 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073547326 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050435537 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08604757 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002246031 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08376958 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010006954 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07027906 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00094479456 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07232601 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013212031 ---Validation accuracy:--- 0.982 Validation Loss: 0.07120902 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012630528 ---Validation accuracy:--- 0.9818 Validation Loss: 0.072466895 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012998799 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07171557 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021265903 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07180835 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026497482 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07113859 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002284081 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07083971 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017256166 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0711707 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012160286 ---Validation accuracy:--- 0.982 Validation Loss: 0.07062645 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013365698 ---Validation accuracy:--- 0.982 Validation Loss: 0.07055523 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013246242 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07073021 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019761447 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07064171 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004666647 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07173378 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011470068 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07132524 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0029934808 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07284867 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003335505 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07599496 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017043707 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07466867 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060711114 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07448739 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010899797 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07377144 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014561285 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07318101 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015540391 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07262126 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013045138 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07182833 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008774945 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071524575 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009018861 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07165769 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00092574296 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071938746 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0039063687 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070527054 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032360265 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073572814 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024627773 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07029791 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021609731 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074275605 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017118311 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07399078 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001965268 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07376812 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005150112 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07676974 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014741102 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07292707 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013884323 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07385495 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001455381 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07309907 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000858026 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07333007 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00078903703 ---Validation accuracy:--- 0.982 Validation Loss: 0.07252224 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017753971 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07758976 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015384915 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07459952 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011292703 ---Validation accuracy:--- 0.982 Validation Loss: 0.07389952 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017332506 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07373777 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001383457 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07496898 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015879879 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08072228 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015836111 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080375254 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015181435 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078881875 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011144327 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07097442 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027699163 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07014597 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000821087 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070245676 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00044155843 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07020086 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023942234 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06907925 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00076871493 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06809367 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016811568 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078990616 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011087388 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07763043 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018723789 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07614468 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00068204827 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074523576 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021466024 ---Validation accuracy:--- 0.9826 Validation Loss: 0.074481405 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0055291583 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08488624 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031245286 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08075365 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018254116 ---Validation accuracy:--- 0.9808 Validation Loss: 0.079726756 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015568641 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080027096 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015132434 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08053294 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027231572 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079704516 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002237568 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078917556 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014006444 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08322469 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016378975 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07573539 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014559021 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07487452 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018638456 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075172246 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060900755 ---Validation accuracy:--- 0.9838 Validation 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0.0016624295 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07215191 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00023935131 ---Validation accuracy:--- 0.983 Validation Loss: 0.07267739 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001799469 ---Validation accuracy:--- 0.983 Validation Loss: 0.07540155 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012233512 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07510762 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041827946 ---Validation accuracy:--- 0.98 Validation Loss: 0.08513804 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016242863 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08405397 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028802871 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08257969 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025595508 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06959637 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018990653 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07059324 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027544533 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07330892 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012486813 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074800625 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012989 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07551264 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015108746 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075414255 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031295994 ---Validation accuracy:--- 0.982 Validation Loss: 0.07584083 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033345425 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07627221 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010426113 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07505305 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014915952 ---Validation accuracy:--- 0.9812 Validation Loss: 0.072603345 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015022489 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07260247 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017792546 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07236597 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014908494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07042169 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008383311 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07046298 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014776279 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07321098 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011719674 ---Validation accuracy:--- 0.9834 Validation Loss: 0.071915716 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005520627 ---Validation accuracy:--- 0.9834 Validation 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0.0019060526 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075879246 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017688348 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074024655 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014034439 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07320679 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002021584 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072764374 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017011556 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069803126 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001077393 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06953807 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021664447 ---Validation accuracy:--- 0.983 Validation Loss: 0.06963492 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060856855 ---Validation accuracy:--- 0.983 Validation Loss: 0.06943661 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011651801 ---Validation accuracy:--- 0.983 Validation Loss: 0.06977535 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016268847 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07006578 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020309526 ---Validation accuracy:--- 0.9834 Validation Loss: 0.069651246 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014065173 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07052111 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012235574 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07082558 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015048325 ---Validation accuracy:--- 0.9844 Validation Loss: 0.068813354 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00031501777 ---Validation accuracy:--- 0.9844 Validation Loss: 0.0688055 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001091515 ---Validation accuracy:--- 0.9846 Validation Loss: 0.068712294 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010852444 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06860027 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009365928 ---Validation accuracy:--- 0.984 Validation Loss: 0.0675392 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018149485 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06811443 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012278906 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06801468 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010986855 ---Validation accuracy:--- 0.985 Validation Loss: 0.06792647 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017246512 ---Validation accuracy:--- 0.9852 Validation Loss: 0.067082696 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0003051672 ---Validation accuracy:--- 0.985 Validation Loss: 0.067115426 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014129664 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06925999 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016223643 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06802259 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001014257 ---Validation accuracy:--- 0.982 Validation Loss: 0.067532755 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04072513 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07778742 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00228023 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079705186 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009571414 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0794366 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014422678 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07936834 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014473131 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0763274 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015757415 ---Validation accuracy:--- 0.982 Validation Loss: 0.07681787 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009141945 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07255394 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007426983 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07229756 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012707935 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07258768 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019731235 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0720615 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00082273065 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071804136 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011239386 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07168852 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007691282 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071659885 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017948849 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07101781 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011299533 ---Validation accuracy:--- 0.983 Validation Loss: 0.07048033 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017899576 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06949603 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007986274 ---Validation accuracy:--- 0.982 Validation Loss: 0.076386325 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015947393 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075789645 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00072125165 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074999146 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0006056019 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081833474 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00055571005 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081591 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00071681954 ---Validation accuracy:--- 0.981 Validation Loss: 0.08210522 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017985918 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08198427 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020443518 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08143813 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010683038 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08119399 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005815655 ---Validation accuracy:--- 0.9812 Validation Loss: 0.081195384 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001104272 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08178933 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018355283 ---Validation accuracy:--- 0.98 Validation Loss: 0.08112759 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014066455 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08076091 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010445528 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07912328 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018855465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.076247506 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012841095 ---Validation accuracy:--- 0.9828 Validation Loss: 0.074253775 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002025314 ---Validation accuracy:--- 0.9818 Validation Loss: 0.072122335 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000781339 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07350465 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001962124 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07181369 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018614942 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0708434 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050583933 ---Validation accuracy:--- 0.983 Validation Loss: 0.07183077 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008927179 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07177817 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025533966 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07524513 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020812277 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07416971 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012020579 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07191285 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058205305 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09461505 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010864265 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09109662 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.018021276 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08814141 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010719912 ---Validation accuracy:--- 0.979 Validation Loss: 0.08165422 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013743383 ---Validation accuracy:--- 0.979 Validation Loss: 0.08128458 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010093923 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07833801 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032555494 ---Validation accuracy:--- 0.9798 Validation Loss: 0.079111606 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012086838 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07783192 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010309545 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07234264 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017293483 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07197806 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002074012 ---Validation accuracy:--- 0.9828 Validation Loss: 0.071694 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006786659 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07578557 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001697 ---Validation accuracy:--- 0.982 Validation Loss: 0.07629876 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011525974 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076307125 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003356341 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07649847 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00069420727 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075532235 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014206973 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074445285 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0004545623 ---Validation accuracy:--- 0.983 Validation Loss: 0.073802784 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00097060227 ---Validation accuracy:--- 0.983 Validation Loss: 0.07244585 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009946942 ---Validation accuracy:--- 0.983 Validation Loss: 0.07184197 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022333583 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07119736 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010488336 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06830763 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009557456 ---Validation accuracy:--- 0.983 Validation Loss: 0.06838582 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001063779 ---Validation accuracy:--- 0.983 Validation Loss: 0.06845733 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012811756 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06885567 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007124639 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06887035 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022226968 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06893206 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016539886 ---Validation accuracy:--- 0.984 Validation Loss: 0.07046142 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011426231 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07003053 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012019407 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07011637 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007033572 ---Validation accuracy:--- 0.9842 Validation Loss: 0.069429025 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001454702 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06958326 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033079535 ---Validation accuracy:--- 0.98 Validation Loss: 0.076133594 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009912539 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07100794 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011732302 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07035454 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022568076 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069764145 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001802148 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07972252 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015062306 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07366906 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034780456 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08231708 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002533905 ---Validation accuracy:--- 0.974 Validation Loss: 0.10095454 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022733333 ---Validation accuracy:--- 0.9772 Validation Loss: 0.094939165 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003129514 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07665971 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017270455 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06951508 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010186887 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07082372 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002118434 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06943085 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0003662523 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06938261 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013871149 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069241434 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034746805 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069479235 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015904527 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06869586 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001394749 ---Validation accuracy:--- 0.9818 Validation Loss: 0.068491645 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012472441 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06835276 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007299066 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06696511 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010726778 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06664755 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015665733 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06648433 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015100494 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06652161 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014060338 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06686582 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00206288 ---Validation accuracy:--- 0.9834 Validation Loss: 0.066544175 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025639655 ---Validation accuracy:--- 0.983 Validation Loss: 0.066840746 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012929165 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06694259 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017127104 ---Validation accuracy:--- 0.983 Validation Loss: 0.0673875 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012935683 ---Validation accuracy:--- 0.9834 Validation Loss: 0.067712955 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012287819 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06755382 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012898761 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06995187 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013889936 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06923954 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014392264 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07206492 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008420232 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07167386 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007498434 ---Validation accuracy:--- 0.982 Validation Loss: 0.07147873 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005527835 ---Validation accuracy:--- 0.9826 Validation Loss: 0.070609525 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00066854624 ---Validation accuracy:--- 0.983 Validation Loss: 0.07035665 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011366404 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07009668 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00083949574 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072571814 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017088909 ---Validation accuracy:--- 0.981 Validation Loss: 0.07196829 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001308433 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07153327 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005480024 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0758083 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001345245 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07009738 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012692731 ---Validation accuracy:--- 0.983 Validation Loss: 0.07114213 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014854538 ---Validation accuracy:--- 0.983 Validation Loss: 0.06957079 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023805564 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06955809 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010735604 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06871249 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00057944324 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06883827 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001037077 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06752364 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017913426 ---Validation accuracy:--- 0.983 Validation Loss: 0.06917631 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012643355 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07102796 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007149349 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06815344 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00416263 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06973613 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019164258 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07005842 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003245824 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0684312 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017750004 ---Validation accuracy:--- 0.981 Validation Loss: 0.074072056 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010573103 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07407012 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015131212 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07281014 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016204295 ---Validation accuracy:--- 0.981 Validation Loss: 0.07163177 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037739757 ---Validation accuracy:--- 0.9766 Validation Loss: 0.089863546 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023711342 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08617272 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041222833 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07710473 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026917309 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08008195 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002577874 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07859034 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017014385 ---Validation accuracy:--- 0.981 Validation Loss: 0.078158334 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015263162 ---Validation accuracy:--- 0.981 Validation Loss: 0.0728222 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019348315 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07139831 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020099727 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07121007 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010146219 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07133576 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015099302 ---Validation accuracy:--- 0.9798 Validation Loss: 0.081866436 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017777994 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07469161 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015494454 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074098974 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015733832 ---Validation accuracy:--- 0.9818 Validation Loss: 0.079267606 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012670225 ---Validation accuracy:--- 0.982 Validation Loss: 0.07867594 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013013525 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07442436 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019709996 ---Validation accuracy:--- 0.982 Validation Loss: 0.075738184 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022666843 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07797141 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014919932 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07663662 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013512709 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07165986 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028608746 ---Validation accuracy:--- 0.9778 Validation Loss: 0.088782534 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012079692 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08381728 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00082802755 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078153245 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009621731 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077802196 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013495416 ---Validation accuracy:--- 0.9816 Validation Loss: 0.075351454 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025902456 ---Validation accuracy:--- 0.982 Validation Loss: 0.07511101 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000940171 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07456017 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015832931 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07397466 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008684419 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073910706 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014530751 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07354916 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011304028 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07331696 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00034907885 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073196694 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032374628 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08393911 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00115416 ---Validation accuracy:--- 0.98 Validation Loss: 0.079752296 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000951193 ---Validation accuracy:--- 0.98 Validation Loss: 0.079356425 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002129794 ---Validation accuracy:--- 0.981 Validation Loss: 0.07561114 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028141493 ---Validation accuracy:--- 0.9808 Validation Loss: 0.076634206 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026381746 ---Validation accuracy:--- 0.968 Validation Loss: 0.11020567 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030939313 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08300611 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040075243 ---Validation accuracy:--- 0.9758 Validation Loss: 0.095429756 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0039287684 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07652905 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023494987 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07839298 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016926092 ---Validation accuracy:--- 0.9806 Validation Loss: 0.074877866 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007954945 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078040205 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017978614 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07609207 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016544015 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073908865 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021943846 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07374989 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.013527392 ---Validation accuracy:--- 0.9784 Validation Loss: 0.083488256 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011241207 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08246602 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025617653 ---Validation accuracy:--- 0.9786 Validation Loss: 0.082607724 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008094946 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078665406 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014240727 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07687663 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014502968 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07503555 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00096311676 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071097106 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021886786 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07317398 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019944329 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069919154 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018035093 ---Validation accuracy:--- 0.981 Validation Loss: 0.0675625 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008146532 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06732382 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013682873 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06720742 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00111217 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06688803 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031466591 ---Validation accuracy:--- 0.983 Validation Loss: 0.06635349 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014088252 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06745032 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004802329 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06377945 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021680892 ---Validation accuracy:--- 0.984 Validation Loss: 0.0638354 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002826649 ---Validation accuracy:--- 0.982 Validation Loss: 0.07144974 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023688795 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068856046 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024258536 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07075401 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020644942 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06774348 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016476375 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06619907 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001193845 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06617816 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045834132 ---Validation accuracy:--- 0.9818 Validation Loss: 0.067351125 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010453208 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06725388 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02406093 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07947546 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03586253 ---Validation accuracy:--- 0.98 Validation Loss: 0.07548682 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002049905 ---Validation accuracy:--- 0.981 Validation Loss: 0.06954713 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001336287 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07002712 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020438067 ---Validation accuracy:--- 0.981 Validation Loss: 0.06990999 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024569624 ---Validation accuracy:--- 0.9806 Validation Loss: 0.074134365 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035365093 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06829935 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00079706794 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06808468 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013171039 ---Validation accuracy:--- 0.9816 Validation Loss: 0.067747794 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00091354817 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06839752 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011682259 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07205865 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012914872 ---Validation accuracy:--- 0.983 Validation Loss: 0.07180737 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013615501 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071681865 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013352877 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069800295 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010149447 ---Validation accuracy:--- 0.982 Validation Loss: 0.069660634 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00097632495 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07005792 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050294297 ---Validation accuracy:--- 0.9814 Validation Loss: 0.069661915 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00025701046 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06971047 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030375302 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069486625 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018228438 ---Validation 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0.0030473704 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0727506 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005708351 ---Validation accuracy:--- 0.9808 Validation Loss: 0.072512425 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015900593 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07218145 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00101173 ---Validation accuracy:--- 0.981 Validation Loss: 0.071490884 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00077144965 ---Validation accuracy:--- 0.981 Validation Loss: 0.07219281 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010408801 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07157998 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007173079 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0712816 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011013363 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071108975 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013398107 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06884225 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033946908 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0760031 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014490226 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0757833 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015864995 ---Validation accuracy:--- 0.98 Validation Loss: 0.07732578 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015632514 ---Validation accuracy:--- 0.98 Validation Loss: 0.077640004 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002576254 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07132986 Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046754695 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08430119 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013977807 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0815548 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00425476 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07300057 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014036938 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07646785 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018822774 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073810205 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011240231 ---Validation accuracy:--- 0.979 Validation Loss: 0.07506584 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00079602905 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074382246 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001842719 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07264602 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024943962 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110041 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025236139 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07415049 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009564138 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07439268 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012352776 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0738586 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007747882 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07828523 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013207783 ---Validation accuracy:--- 0.9806 Validation Loss: 0.077862546 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017628673 ---Validation accuracy:--- 0.982 Validation Loss: 0.070880204 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031934446 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071823336 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021666295 ---Validation accuracy:--- 0.983 Validation Loss: 0.06974227 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001166166 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07127614 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017417212 ---Validation accuracy:--- 0.9826 Validation Loss: 0.069533914 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058697592 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066440016 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010946286 ---Validation accuracy:--- 0.9822 Validation Loss: 0.068019524 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020894038 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06639346 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015158951 ---Validation accuracy:--- 0.9826 Validation Loss: 0.065942176 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030397726 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06724761 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022563813 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06694209 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010067753 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06938109 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004303017 ---Validation accuracy:--- 0.982 Validation Loss: 0.070033394 Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015354869 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06882325 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010752928 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0684288 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011051627 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06729035 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004965037 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0672267 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010798314 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06936653 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014378272 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0688923 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016559565 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06815721 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008010454 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06827241 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023464665 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06824755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068433224 ---Validation accuracy:--- 0.9822 Validation Loss: 0.068398036 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00257183 ---Validation accuracy:--- 0.982 Validation Loss: 0.06902734 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010031136 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06834398 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014268691 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06772044 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010895008 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06775282 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021261617 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06813973 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016986021 ---Validation accuracy:--- 0.981 Validation Loss: 0.07214016 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025918789 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07360256 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009944297 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077001035 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015670571 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07525995 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00096251 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08260972 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003925989 ---Validation accuracy:--- 0.9774 Validation Loss: 0.085548386 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018822002 ---Validation accuracy:--- 0.979 Validation Loss: 0.086429246 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003638665 ---Validation accuracy:--- 0.979 Validation Loss: 0.08629774 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016918269 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08264287 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016650395 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0832368 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023210158 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08290822 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00070655346 ---Validation accuracy:--- 0.9782 Validation Loss: 0.082476236 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002491888 ---Validation accuracy:--- 0.9796 Validation Loss: 0.081635825 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000326911 ---Validation accuracy:--- 0.98 Validation Loss: 0.08047217 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013298662 ---Validation accuracy:--- 0.98 Validation Loss: 0.08183799 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021588705 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08182034 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015992342 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0796042 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0029975816 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076666996 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008645682 ---Validation accuracy:--- 0.979 Validation Loss: 0.07590814 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006933692 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07726759 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017656824 ---Validation accuracy:--- 0.9804 Validation Loss: 0.081039235 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00061073224 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07954415 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013598197 ---Validation accuracy:--- 0.981 Validation Loss: 0.07923562 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016563012 ---Validation accuracy:--- 0.978 Validation Loss: 0.08585065 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009531542 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079651944 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015308813 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07702899 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00084721856 ---Validation accuracy:--- 0.98 Validation Loss: 0.07995274 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022586454 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07936306 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020112924 ---Validation accuracy:--- 0.98 Validation Loss: 0.08044925 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036778878 ---Validation accuracy:--- 0.98 Validation Loss: 0.08014823 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019928752 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07754347 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001690593 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076431125 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015064809 ---Validation accuracy:--- 0.98 Validation Loss: 0.074859194 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010151598 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074565634 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00077918515 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07518531 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019774411 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07435702 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013023257 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07418312 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015906164 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0737205 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009856095 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07339627 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0026697654 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07362633 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005653405 ---Validation accuracy:--- 0.9808 Validation Loss: 0.077222474 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015603766 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07776764 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016370955 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07402775 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00078592444 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075073585 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010728901 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07649727 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015476884 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07686367 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012119613 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075205475 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023516482 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07461358 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001740405 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07199756 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022159633 ---Validation accuracy:--- 0.981 Validation Loss: 0.070771754 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013617052 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07096079 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011700004 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066987745 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024347464 ---Validation accuracy:--- 0.983 Validation Loss: 0.0684882 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008765918 ---Validation accuracy:--- 0.9828 Validation Loss: 0.068453945 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030547336 ---Validation accuracy:--- 0.9784 Validation Loss: 0.075619966 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023095384 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06940651 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014087463 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069634065 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020758824 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06983701 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023006422 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06871583 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013540313 ---Validation accuracy:--- 0.983 Validation Loss: 0.06876596 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010194523 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06865435 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018981218 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06878593 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013602787 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06795171 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015014508 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06655382 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013747625 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06590566 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020369752 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066702895 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008185021 ---Validation accuracy:--- 0.983 Validation Loss: 0.066858985 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020119322 ---Validation accuracy:--- 0.9816 Validation Loss: 0.071677335 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007527425 ---Validation accuracy:--- 0.9824 Validation 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0.0010520167 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07122943 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016121379 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06825636 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017741784 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06813025 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022989549 ---Validation accuracy:--- 0.982 Validation Loss: 0.06766839 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010506024 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06790067 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014723396 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0667956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006807789 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06667334 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010059647 ---Validation accuracy:--- 0.9832 Validation Loss: 0.066304944 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009807472 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06701519 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090320513 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06680132 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019602226 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06702062 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001052435 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06671247 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010609907 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06649276 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007761304 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06612776 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001785843 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06616841 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004724703 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06602684 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00076560286 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06604618 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006654199 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06674041 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011020858 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06669956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012179997 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06627174 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07463476 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08147871 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003664668 ---Validation accuracy:--- 0.9796 Validation Loss: 0.077434935 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001804531 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07625608 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000825362 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07449839 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00042033545 ---Validation accuracy:--- 0.9808 Validation Loss: 0.074570194 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016784199 ---Validation accuracy:--- 0.982 Validation Loss: 0.07052685 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008638406 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06918652 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024233677 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06786764 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020430095 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06729312 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016397804 ---Validation accuracy:--- 0.982 Validation Loss: 0.066538386 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012512453 ---Validation accuracy:--- 0.9816 Validation Loss: 0.066041134 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00057984714 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Training Loss: 0.0013581867 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06712125 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00050377264 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06708768 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018144698 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06587889 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012454126 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06591247 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011842465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06254534 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002597771 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06542839 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009467529 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0646374 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017784953 ---Validation accuracy:--- 0.981 Validation Loss: 0.07192404 Epoch: 8 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0.0008950025 ---Validation accuracy:--- 0.983 Validation Loss: 0.06908891 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023570587 ---Validation accuracy:--- 0.981 Validation Loss: 0.06967475 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00027745825 ---Validation accuracy:--- 0.981 Validation Loss: 0.068817906 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017426211 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06892661 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009137155 ---Validation accuracy:--- 0.982 Validation Loss: 0.06912925 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012846478 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06939041 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011828948 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068986006 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010540737 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072385944 Epoch: 8 ---Training 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0.06893187 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016603357 ---Validation accuracy:--- 0.983 Validation Loss: 0.06849922 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006543307 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06867964 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00060840434 ---Validation accuracy:--- 0.982 Validation Loss: 0.06701972 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0334496 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06730066 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00067702023 ---Validation accuracy:--- 0.9828 Validation Loss: 0.067405805 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008189532 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06667519 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001195904 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0669874 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064337644 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07051671 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010089419 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070094846 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017198714 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06779755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002489996 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07105433 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00049992924 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069996096 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00096727925 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06991046 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012289868 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06973662 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010816514 ---Validation accuracy:--- 0.982 Validation Loss: 0.069966935 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001238193 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Training Loss: 0.0009939059 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06923492 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016142986 ---Validation accuracy:--- 0.982 Validation Loss: 0.068483315 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00085126073 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067847766 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014575743 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06526902 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010944334 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06448859 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005526545 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06408753 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008992654 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06388055 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00045538423 ---Validation accuracy:--- 0.9822 Validation Loss: 0.063929684 Epoch: 8 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0.0023532202 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0726938 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001116463 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07215136 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014339355 ---Validation accuracy:--- 0.9824 Validation Loss: 0.070400506 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012853737 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07026394 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013129574 ---Validation accuracy:--- 0.983 Validation Loss: 0.069432765 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008854711 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06880458 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015336844 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06825685 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00088805764 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06837576 Epoch: 8 ---Training 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Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017095018 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06969641 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016139719 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06977122 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007117206 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069852285 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014498419 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06970818 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021652645 ---Validation accuracy:--- 0.9828 Validation Loss: 0.069286294 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00044626466 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0713305 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006934146 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07153649 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011007823 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07074888 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019249857 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07699833 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093262695 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07478555 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011108239 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07444822 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00088030944 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07454632 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006634144 ---Validation accuracy:--- 0.982 Validation Loss: 0.07340188 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005739563 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07148033 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013958169 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07016333 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030888198 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Training Loss: 0.00072617154 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0716412 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019797524 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07393375 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019291141 ---Validation accuracy:--- 0.982 Validation Loss: 0.075152695 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001223972 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07671772 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012758564 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0757833 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018009183 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07638923 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0026565553 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07601351 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004916694 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076244436 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015555435 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07477013 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010689618 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07617813 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007534075 ---Validation accuracy:--- 0.9814 Validation Loss: 0.076088496 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017822012 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07563198 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064221176 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07560117 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008275868 ---Validation accuracy:--- 0.982 Validation Loss: 0.073948845 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008867963 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08210589 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024397033 ---Validation accuracy:--- 0.981 Validation Loss: 0.08179594 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013928176 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07850992 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00068214233 ---Validation accuracy:--- 0.982 Validation Loss: 0.07800275 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008501571 ---Validation accuracy:--- 0.978 Validation Loss: 0.0817396 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009866047 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072029725 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023263504 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07610153 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012718078 ---Validation accuracy:--- 0.982 Validation Loss: 0.07351655 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008976209 ---Validation accuracy:--- 0.9814 Validation Loss: 0.076422915 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000820291 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07431569 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00083953294 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07190946 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0047486806 ---Validation accuracy:--- 0.982 Validation Loss: 0.07528772 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011256054 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07452372 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006514731 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07389196 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00081753073 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07224541 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024060053 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07167899 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015580119 ---Validation accuracy:--- 0.982 Validation Loss: 0.071310446 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00069551944 ---Validation accuracy:--- 0.982 Validation Loss: 0.071133494 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018257011 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070352 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009925552 ---Validation accuracy:--- 0.982 Validation Loss: 0.07068837 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007461634 ---Validation accuracy:--- 0.982 Validation Loss: 0.07026252 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006442623 ---Validation accuracy:--- 0.982 Validation Loss: 0.07100819 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001110936 ---Validation accuracy:--- 0.982 Validation Loss: 0.07111725 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020082472 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07172889 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001309354 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069861464 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010447562 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06961656 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008156562 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06960815 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001466724 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06968336 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00045599256 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069703795 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090568565 ---Validation accuracy:--- 0.9816 Validation Loss: 0.069570765 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00065136125 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06941863 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013267531 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069588564 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006835181 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0695944 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00025047554 ---Validation accuracy:--- 0.981 Validation Loss: 0.07135578 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011104957 ---Validation accuracy:--- 0.981 Validation Loss: 0.070462584 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013419759 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06959208 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009538603 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06988269 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006553441 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0716761 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007288945 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07037123 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048307565 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07097915 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014153838 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0708094 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00040489086 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070710614 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001483722 ---Validation accuracy:--- 0.982 Validation Loss: 0.07091678 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013367631 ---Validation accuracy:--- 0.982 Validation Loss: 0.070651084 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005239258 ---Validation accuracy:--- 0.982 Validation Loss: 0.07079093 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010183558 ---Validation accuracy:--- 0.982 Validation Loss: 0.070427194 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00084303005 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071706995 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00082912104 ---Validation accuracy:--- 0.982 Validation Loss: 0.06930949 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009378156 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06916142 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012517124 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06910596 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00059716566 ---Validation accuracy:--- 0.9824 Validation Loss: 0.068948165 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00086469494 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07181966 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017353722 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07130231 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014586067 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07027525 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020050474 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0696813 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015047436 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06890582 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064530387 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07049658 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00092046167 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134419 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015090612 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069318496 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024189425 ---Validation accuracy:--- 0.981 Validation Loss: 0.07626008 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020045103 ---Validation accuracy:--- 0.9822 Validation Loss: 0.076916836 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00080310093 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07513667 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011262158 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0752482 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001392464 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07509895 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008509286 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07515559 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011262118 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07490202 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016341484 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074943885 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005135094 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07573381 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0046242066 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09222514 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00075413374 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07282228 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008656269 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0710656 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006984695 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07139887 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015841699 ---Validation accuracy:--- 0.9808 Validation Loss: 0.084580176 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001032181 ---Validation accuracy:--- 0.9806 Validation Loss: 0.084251344 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017308972 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08366965 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003148926 ---Validation accuracy:--- 0.9816 Validation Loss: 0.08151696 Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.039215427 ---Validation accuracy:--- 0.9646 Validation Loss: 0.16202383 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010426148 ---Validation accuracy:--- 0.974 Validation Loss: 0.110059634 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010622983 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07204564 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015340569 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07306823 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00065877126 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07255422 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012683257 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072199255 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021698482 ---Validation accuracy:--- 0.98 Validation Loss: 0.07669557 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005420372 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068575636 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010024124 ---Validation accuracy:--- 0.9842 Validation Loss: 0.068625614 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012618497 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07014148 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090043404 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07049226 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012458609 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06991272 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012651536 ---Validation accuracy:--- 0.9832 Validation Loss: 0.069196254 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017187974 ---Validation accuracy:--- 0.983 Validation Loss: 0.06964975 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015342482 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07169136 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005598032 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07154287 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00083191344 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07149211 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012907316 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07370301 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009126118 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0739214 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001965318 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07635552 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048059606 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074299365 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00052063254 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07927653 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00044620258 ---Validation accuracy:--- 0.983 Validation Loss: 0.075653136 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010467683 ---Validation accuracy:--- 0.983 Validation Loss: 0.07263533 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00041006028 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06965599 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008820256 ---Validation accuracy:--- 0.9842 Validation Loss: 0.0690605 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00060128816 ---Validation accuracy:--- 0.9802 Validation Loss: 0.083133705 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025757942 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07605617 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013075799 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07200525 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041908227 ---Validation accuracy:--- 0.9838 Validation Loss: 0.071973905 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015859872 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06911831 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001295756 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06826252 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012355483 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06848718 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009857496 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06811535 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014944315 ---Validation accuracy:--- 0.9836 Validation 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0.0006768216 ---Validation accuracy:--- 0.9828 Validation Loss: 0.068509474 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019062301 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06878827 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00057775906 ---Validation accuracy:--- 0.9834 Validation Loss: 0.0687307 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093177013 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068438515 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010600014 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06828567 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015510756 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0719092 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004888892 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07198977 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033935008 ---Validation accuracy:--- 0.983 Validation Loss: 0.071704954 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012272649 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07102408 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048310027 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07109956 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090214884 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07454142 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00080418197 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07385026 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014872582 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07273929 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024381992 ---Validation accuracy:--- 0.9846 Validation Loss: 0.072723694 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00033833538 ---Validation accuracy:--- 0.982 Validation Loss: 0.07831384 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001896832 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07364759 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028741231 ---Validation accuracy:--- 0.9818 Validation Loss: 0.078336544 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013890046 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078114405 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004127787 ---Validation accuracy:--- 0.982 Validation Loss: 0.07465464 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035904602 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07779112 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012075478 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07484819 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008843399 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07792882 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013229181 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07715869 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021586488 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074988954 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011289093 ---Validation accuracy:--- 0.9808 Validation Loss: 0.079186246 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024729215 ---Validation accuracy:--- 0.981 Validation Loss: 0.07747333 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016599244 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0781877 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018742451 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075077415 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00092455745 ---Validation accuracy:--- 0.982 Validation Loss: 0.07119067 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012603758 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07122211 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017776355 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07093125 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011130142 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068223685 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006118978 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06840687 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00058818987 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06819376 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012502345 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0678205 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.009440548 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07428264 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005938031 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07403747 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014881003 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07319679 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00073263707 ---Validation accuracy:--- 0.983 Validation Loss: 0.072512984 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001300272 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07064314 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00076364505 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07496691 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019584375 ---Validation accuracy:--- 0.9836 Validation Loss: 0.067823306 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030686832 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06701973 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013404458 ---Validation accuracy:--- 0.984 Validation Loss: 0.06647923 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093529164 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06647 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00081618933 ---Validation accuracy:--- 0.9832 Validation Loss: 0.067881115 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001958089 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06773626 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002322069 ---Validation accuracy:--- 0.981 Validation Loss: 0.0776384 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004121112 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078465335 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012756508 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080291696 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001110156 ---Validation accuracy:--- 0.979 Validation Loss: 0.08440234 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010705864 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08517898 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012222099 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08398594 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002332537 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0833751 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016574605 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08245381 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016214651 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08003338 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00028566635 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07996737 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025442487 ---Validation accuracy:--- 0.978 Validation Loss: 0.08200946 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00035319888 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08192755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014878601 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07983484 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026517007 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09121781 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0034632175 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07744128 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016637752 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07606737 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010807012 ---Validation accuracy:--- 0.982 Validation Loss: 0.07397584 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019994264 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07489164 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011198419 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0772891 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009257478 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07610355 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013021484 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07986033 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011867695 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07374992 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013185038 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07329352 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017849305 ---Validation accuracy:--- 0.98 Validation Loss: 0.079092026 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010584749 ---Validation accuracy:--- 0.981 Validation Loss: 0.07575153 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013005823 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07421402 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017079839 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074444875 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009290294 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07453053 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009181625 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07306999 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0061083483 ---Validation accuracy:--- 0.9758 Validation Loss: 0.097227246 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003678681 ---Validation accuracy:--- 0.978 Validation Loss: 0.08811755 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00091668236 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07336988 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064660696 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07487544 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007173498 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07453211 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00050793926 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07603486 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018453262 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07418171 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001544845 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07302192 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00056957355 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07222794 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012520625 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07803018 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008957462 ---Validation accuracy:--- 0.981 Validation Loss: 0.07185149 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012058755 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07024858 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006927869 ---Validation accuracy:--- 0.982 Validation Loss: 0.06980964 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003882467 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08046552 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010243852 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077485256 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00066792266 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077040665 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010761279 ---Validation accuracy:--- 0.982 Validation Loss: 0.07198237 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00041435257 ---Validation accuracy:--- 0.982 Validation Loss: 0.07217971 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012300097 ---Validation accuracy:--- 0.9812 Validation Loss: 0.072109215 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014460203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07153488 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010638097 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07147187 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011542952 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07035505 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010545164 ---Validation accuracy:--- 0.982 Validation Loss: 0.06950482 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013906467 ---Validation accuracy:--- 0.982 Validation Loss: 0.069613405 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018155172 ---Validation accuracy:--- 0.982 Validation Loss: 0.06936272 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000685257 ---Validation accuracy:--- 0.982 Validation Loss: 0.06925858 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007494557 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07489354 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018611178 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07773146 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001492132 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07345659 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05178055 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06993142 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00049999566 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0698029 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015415788 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06912883 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0027135364 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06969507 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00086441473 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07041778 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009498538 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07715461 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006460607 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07183222 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006770183 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07118212 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006464428 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090514585 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00094061025 ---Validation accuracy:--- 0.98 Validation Loss: 0.073562756 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017884056 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07004718 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009133862 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075658426 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009442207 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084200315 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011609287 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08157937 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020334362 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078253955 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013665903 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07643279 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011446251 ---Validation accuracy:--- 0.981 Validation Loss: 0.074532546 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00042930222 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075655475 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009831681 ---Validation accuracy:--- 0.98 Validation Loss: 0.075246066 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015543017 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07234987 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073689315 ---Validation accuracy:--- 0.9782 Validation Loss: 0.088498436 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076805367 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077133164 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022429014 ---Validation accuracy:--- 0.9762 Validation Loss: 0.092336856 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008034363 ---Validation accuracy:--- 0.9768 Validation Loss: 0.090259634 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010095594 ---Validation accuracy:--- 0.9774 Validation Loss: 0.087927945 Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015367037 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10391188 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050632865 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09113293 Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007047845 ---Validation accuracy:--- 0.9776 Validation Loss: 0.087889574 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076056196 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08852654 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005814625 ---Validation accuracy:--- 0.979 Validation Loss: 0.0889534 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008634615 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08882269 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006732183 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08711455 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001089333 ---Validation accuracy:--- 0.98 Validation Loss: 0.08578024 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011210537 ---Validation accuracy:--- 0.981 Validation Loss: 0.083892725 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00067118555 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08084449 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035488817 ---Validation accuracy:--- 0.9804 Validation Loss: 0.09108689 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021430682 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08089565 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014875613 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0917645 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009835459 ---Validation accuracy:--- 0.981 Validation Loss: 0.08208005 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014444276 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08454552 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00092457386 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08439563 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0036322337 ---Validation accuracy:--- 0.9814 Validation Loss: 0.080593675 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013151377 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08040657 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015574876 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07755622 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044895426 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07749891 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0024010176 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07909157 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004069928 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08180014 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013041835 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07814535 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021363527 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0753556 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027676243 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07362756 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011778813 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07346455 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015253297 ---Validation accuracy:--- 0.982 Validation Loss: 0.0726662 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096251874 ---Validation accuracy:--- 0.9828 Validation Loss: 0.071820974 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038968832 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075565346 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006803814 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074420676 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012135595 ---Validation accuracy:--- 0.981 Validation Loss: 0.07492282 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012602152 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07200033 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080360146 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07332603 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009562267 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07320073 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006994152 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07380448 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011703894 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08138665 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00028977077 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08179143 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009355108 ---Validation accuracy:--- 0.982 Validation Loss: 0.07553091 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034914515 ---Validation accuracy:--- 0.9786 Validation Loss: 0.09550162 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020104356 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08574656 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012306604 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080896534 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08800053 ---Validation accuracy:--- 0.9614 Validation Loss: 0.15591191 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012628812 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08014404 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013765154 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080577485 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016496577 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07795376 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006875093 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08261762 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018497289 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08254727 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014829051 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08023722 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010575177 ---Validation accuracy:--- 0.981 Validation Loss: 0.07800149 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009809841 ---Validation accuracy:--- 0.981 Validation Loss: 0.07798296 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011678579 ---Validation accuracy:--- 0.981 Validation Loss: 0.078804225 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008851432 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07546838 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011553676 ---Validation accuracy:--- 0.982 Validation Loss: 0.07438094 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001595726 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07527525 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019218108 ---Validation accuracy:--- 0.981 Validation Loss: 0.07530849 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015182066 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07568645 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013868901 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08158522 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055927015 ---Validation accuracy:--- 0.974 Validation Loss: 0.09489652 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00061933865 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09023725 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010443049 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08895896 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009989578 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07455986 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010189897 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075757 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014869743 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07428497 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012772138 ---Validation accuracy:--- 0.9794 Validation Loss: 0.074174136 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017275232 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07222951 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005324118 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07172145 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00075854064 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071678124 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001587303 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07130566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010417204 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07018667 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012985686 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07005004 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017312911 ---Validation accuracy:--- 0.981 Validation Loss: 0.06993738 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008794239 ---Validation accuracy:--- 0.982 Validation Loss: 0.0699249 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017734058 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073513925 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014867537 ---Validation accuracy:--- 0.982 Validation Loss: 0.07320576 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015380607 ---Validation accuracy:--- 0.9826 Validation Loss: 0.076166615 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005084872 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0725903 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025257408 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08119986 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005564006 ---Validation accuracy:--- 0.9786 Validation Loss: 0.092070796 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018556148 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07274526 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014897977 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07395139 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011629394 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07405156 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014767948 ---Validation accuracy:--- 0.982 Validation Loss: 0.073454596 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005009441 ---Validation accuracy:--- 0.982 Validation Loss: 0.07360689 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001477592 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09099982 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009104519 ---Validation accuracy:--- 0.978 Validation Loss: 0.088129684 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016021075 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08344429 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006326559 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07966339 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007071896 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07921585 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008844608 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07872115 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039299903 ---Validation accuracy:--- 0.9822 Validation Loss: 0.08029119 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011985558 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07478508 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013566697 ---Validation accuracy:--- 0.982 Validation Loss: 0.07206003 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013847406 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072125986 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018108956 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071420304 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011657837 ---Validation accuracy:--- 0.982 Validation Loss: 0.07108049 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013635067 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0709519 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094884244 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07123767 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007302918 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07026697 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019618543 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08073197 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00075915235 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08045621 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013953313 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07576088 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021953487 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0773886 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006223592 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07691038 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010299566 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07658845 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011699827 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07500351 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009775528 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07790173 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008536713 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074043564 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009035445 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073425524 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013903301 ---Validation accuracy:--- 0.982 Validation Loss: 0.072540626 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00052760006 ---Validation accuracy:--- 0.982 Validation Loss: 0.072677694 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006693027 ---Validation accuracy:--- 0.982 Validation Loss: 0.07227921 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011939722 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07224678 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00073986826 ---Validation accuracy:--- 0.982 Validation Loss: 0.07194519 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001362897 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074136265 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007864809 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07288372 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030779315 ---Validation accuracy:--- 0.982 Validation Loss: 0.071234204 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001052541 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071182765 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074630737 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07081113 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008629443 ---Validation accuracy:--- 0.983 Validation Loss: 0.070509195 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00077783776 ---Validation accuracy:--- 0.983 Validation Loss: 0.07049641 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007071118 ---Validation accuracy:--- 0.983 Validation Loss: 0.07052132 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074897334 ---Validation accuracy:--- 0.983 Validation Loss: 0.07053509 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010786213 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06897357 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013828155 ---Validation accuracy:--- 0.983 Validation Loss: 0.069100685 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012447189 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06914566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007029433 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06906225 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000529843 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06905201 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00088319165 ---Validation accuracy:--- 0.983 Validation Loss: 0.07441832 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002524042 ---Validation accuracy:--- 0.982 Validation Loss: 0.077585325 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006928849 ---Validation accuracy:--- 0.9822 Validation Loss: 0.077696085 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011545403 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07966818 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0029393763 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07821273 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016174859 ---Validation accuracy:--- 0.981 Validation Loss: 0.07827922 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010174302 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07788701 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018920213 ---Validation accuracy:--- 0.9818 Validation Loss: 0.076516055 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015926227 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07581976 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011589839 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07656415 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016753805 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076367505 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085250405 ---Validation accuracy:--- 0.981 Validation Loss: 0.07631941 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001109081 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07609642 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00089214684 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07524771 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012163229 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075347185 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082689 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07482502 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014488972 ---Validation accuracy:--- 0.982 Validation Loss: 0.07472241 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008876162 ---Validation accuracy:--- 0.982 Validation Loss: 0.07464786 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006337285 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0747346 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018129629 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074599855 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010556658 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07430822 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013885199 ---Validation accuracy:--- 0.982 Validation Loss: 0.074389786 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009897199 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073599525 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008302221 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07370217 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035283335 ---Validation accuracy:--- 0.9816 Validation Loss: 0.075273655 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006788075 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07091618 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015977272 ---Validation accuracy:--- 0.9824 Validation Loss: 0.072317824 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011365777 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073300175 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00069601357 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07320831 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082205347 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0779648 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009811115 ---Validation accuracy:--- 0.982 Validation Loss: 0.077742994 Epoch: 9 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0.982 Validation Loss: 0.0711848 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014448318 ---Validation accuracy:--- 0.982 Validation Loss: 0.07068243 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009699738 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07087045 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011322955 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07580464 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016103929 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077130914 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031664262 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07834166 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009852913 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07827614 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009932322 ---Validation accuracy:--- 0.981 Validation Loss: 0.07761594 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011955142 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07667471 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012276196 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072488844 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004551061 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07308401 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033741782 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07009747 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007386054 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07009146 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096543087 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06942767 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007614043 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06957978 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011287649 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07206484 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001603605 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07114425 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006674975 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07101476 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014198142 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07858313 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010347371 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073676124 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013998337 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073116995 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006733597 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07303652 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007973129 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072366886 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014857426 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07158977 Epoch: 9 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0.07137904 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011343998 ---Validation accuracy:--- 0.9826 Validation Loss: 0.071586296 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011676946 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07275749 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082619087 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07074847 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094686134 ---Validation accuracy:--- 0.983 Validation Loss: 0.0703032 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000508887 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07028808 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010205202 ---Validation accuracy:--- 0.983 Validation Loss: 0.07034624 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011534223 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070409715 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012834066 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06985229 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00058396417 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06975901 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003817682 ---Validation accuracy:--- 0.982 Validation Loss: 0.06940285 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008576859 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06885594 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065954396 ---Validation accuracy:--- 0.983 Validation Loss: 0.06874874 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001039591 ---Validation accuracy:--- 0.9838 Validation Loss: 0.068849765 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009364963 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06990275 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020788359 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06938099 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015535428 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06916693 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014950049 ---Validation accuracy:--- 0.983 Validation Loss: 0.069342874 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016118161 ---Validation accuracy:--- 0.983 Validation Loss: 0.068971604 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012123141 ---Validation accuracy:--- 0.983 Validation Loss: 0.06871912 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001571752 ---Validation accuracy:--- 0.983 Validation Loss: 0.07002499 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010172348 ---Validation accuracy:--- 0.982 Validation Loss: 0.0706546 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005423205 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070586696 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012762564 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07062588 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011725579 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07045008 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094691134 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069832236 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001206091 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06998446 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010058046 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06976599 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011063714 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07448461 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00018596886 ---Validation accuracy:--- 0.9812 Validation Loss: 0.077545755 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011509475 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07734139 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046089714 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07579039 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004667329 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07581297 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00057959283 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07265302 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010153096 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0728277 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064946606 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07296913 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00073088997 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07297084 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00028165747 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07287459 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084340514 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07232776 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012465502 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07806125 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013353426 ---Validation accuracy:--- 0.982 Validation Loss: 0.07580767 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014544203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07660854 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033450022 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08074922 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00072929583 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07701078 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016894708 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07359138 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085004943 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0722967 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010233928 ---Validation accuracy:--- 0.983 Validation Loss: 0.070444085 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009531312 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07048021 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00081363774 ---Validation accuracy:--- 0.9834 Validation Loss: 0.070554025 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003409031 ---Validation accuracy:--- 0.9832 Validation Loss: 0.070016205 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014204097 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069813095 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014047007 ---Validation accuracy:--- 0.982 Validation Loss: 0.06996118 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00025384032 ---Validation accuracy:--- 0.982 Validation Loss: 0.07000345 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016131208 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06901884 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012136005 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07828541 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005887938 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07790376 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015424076 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07189359 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00015814135 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071903296 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004531087 ---Validation accuracy:--- 0.9832 Validation Loss: 0.070576295 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018459014 ---Validation accuracy:--- 0.9834 Validation Loss: 0.070162125 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010667745 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072495095 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00043393884 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07123768 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023435568 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07579299 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014166315 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07505854 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083910004 ---Validation accuracy:--- 0.983 Validation Loss: 0.07471097 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005979344 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07730803 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019767068 ---Validation accuracy:--- 0.982 Validation Loss: 0.07511634 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015220308 ---Validation accuracy:--- 0.982 Validation Loss: 0.075292125 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080332503 ---Validation accuracy:--- 0.982 Validation Loss: 0.074811295 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011281557 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07275625 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084487797 ---Validation accuracy:--- 0.9826 Validation 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accuracy:--- 0.98 Validation Loss: 0.08014441 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011667163 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078022435 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014000273 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07756179 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005623317 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07804071 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024389794 ---Validation accuracy:--- 0.978 Validation Loss: 0.09715902 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009754233 ---Validation accuracy:--- 0.9786 Validation Loss: 0.09197283 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080399157 ---Validation accuracy:--- 0.9792 Validation Loss: 0.090732485 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010275729 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08742639 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001150354 ---Validation accuracy:--- 0.981 Validation Loss: 0.080449775 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026199948 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07821313 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004355999 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08607578 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007766937 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08892556 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00017569834 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08896581 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00067140855 ---Validation accuracy:--- 0.98 Validation Loss: 0.087376975 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000993083 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08661839 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008780127 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0843615 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021309683 ---Validation accuracy:--- 0.9812 Validation Loss: 0.084136 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00072933617 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08220284 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00061796774 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08105268 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013091286 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081236914 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012450326 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07992403 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00070535945 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07914127 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008761928 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07575409 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012646056 ---Validation accuracy:--- 0.981 Validation Loss: 0.07611105 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010382772 ---Validation accuracy:--- 0.981 Validation Loss: 0.08284091 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010825879 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08221375 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010723164 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07555611 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009378903 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07553695 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00058373896 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07487601 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00035765744 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074429326 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008675397 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07502659 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006393143 ---Validation 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0.0008114116 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08049037 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006751215 ---Validation accuracy:--- 0.9816 Validation Loss: 0.079444736 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00086388737 ---Validation accuracy:--- 0.982 Validation Loss: 0.078150876 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008793521 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07715453 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0024585233 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07606265 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074910314 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0738539 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0001928827 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073808774 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005709729 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0738413 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001760108 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073242486 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00035696634 ---Validation accuracy:--- 0.982 Validation Loss: 0.07376566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000304011 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073055066 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007495826 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07488851 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004937074 ---Validation accuracy:--- 0.9826 Validation Loss: 0.074019484 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014019508 ---Validation accuracy:--- 0.983 Validation Loss: 0.07393128 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007333647 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07406991 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009108582 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07414506 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010620703 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0736198 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015259007 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07351637 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00040292923 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0734698 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047051496 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07346303 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064357184 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07300124 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064859097 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07300721 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082859246 ---Validation accuracy:--- 0.9828 Validation Loss: 0.072929285 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00089254783 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073066294 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076124613 ---Validation accuracy:--- 0.983 Validation Loss: 0.07300337 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011044192 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07380669 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083674694 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07376445 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012708252 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07453119 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005791398 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07458373 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001655104 ---Validation accuracy:--- 0.9796 Validation Loss: 0.087521605 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00090812834 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08622478 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006488455 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08659708 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00041058735 ---Validation accuracy:--- 0.9792 Validation Loss: 0.086215965 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013638986 ---Validation accuracy:--- 0.979 Validation Loss: 0.085538514 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006968221 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07890686 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005845159 ---Validation accuracy:--- 0.9814 Validation Loss: 0.078925945 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005077643 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07820917 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012688037 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07575447 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064350286 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0754973 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083260075 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07345777 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017779886 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07290942 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006687446 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07323733 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083172915 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07298696 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023969097 ---Validation accuracy:--- 0.983 Validation Loss: 0.072935194 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014818591 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07351088 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048558376 ---Validation accuracy:--- 0.983 Validation Loss: 0.07311974 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019057456 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07310979 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023014356 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07313435 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030203495 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07268157 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009048587 ---Validation accuracy:--- 0.9826 Validation Loss: 0.073133886 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006118652 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07226872 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00050891086 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07206581 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005718112 ---Validation accuracy:--- 0.983 Validation Loss: 0.07267834 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016304472 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07281186 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008482878 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07293409 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005281298 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0732627 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004227852 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07290781 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010030466 ---Validation accuracy:--- 0.982 Validation Loss: 0.07520372 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015984598 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07352704 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014350408 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07343052 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009602213 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07271725 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008972993 ---Validation accuracy:--- 0.983 Validation Loss: 0.0727335 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085558137 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07292107 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005634798 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07299779 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007003027 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07259822 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013142446 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07681132 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023867947 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07697647 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010303922 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08460073 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013598569 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08217072 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065187586 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08309927 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001119557 ---Validation accuracy:--- 0.9816 Validation Loss: 0.08146274 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020337936 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07624765 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019668753 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07939199 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015955912 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078497775 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00077422423 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077466436 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00027466283 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07698462 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013395611 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08147822 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011838767 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08182555 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008388215 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08229222 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000599686 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08187977 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003761853 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08734656 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065682083 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08622406 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006327152 ---Validation accuracy:--- 0.9786 Validation Loss: 0.089978054 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046658985 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08912324 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006800664 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08885109 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020718924 ---Validation accuracy:--- 0.9778 Validation Loss: 0.09086089 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008147252 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09783905 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085098326 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08670928 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014236214 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08683959 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013681649 ---Validation accuracy:--- 0.9814 Validation Loss: 0.086251326 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007665239 ---Validation accuracy:--- 0.9792 Validation Loss: 0.09158312 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014378459 ---Validation accuracy:--- 0.9796 Validation Loss: 0.09006399 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007309115 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08916248 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012832471 ---Validation accuracy:--- 0.9818 Validation Loss: 0.08553309 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014154598 ---Validation accuracy:--- 0.9822 Validation Loss: 0.08468252 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006697955 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07831339 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004355492 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07787566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012274246 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07899379 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010444508 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07987303 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00057520904 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07852037 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00030013436 ---Validation accuracy:--- 0.9828 Validation Loss: 0.078504026 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014541787 ---Validation accuracy:--- 0.9828 Validation Loss: 0.079837374 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00070973724 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07969495 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009941389 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07899066 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047158025 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07900374 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00038861667 ---Validation accuracy:--- 0.9818 Validation Loss: 0.078932025 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001013605 ---Validation accuracy:--- 0.9824 Validation Loss: 0.078480035 Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.011416717 ---Validation accuracy:--- 0.9762 Validation Loss: 0.100308724 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005413881 ---Validation accuracy:--- 0.9764 Validation Loss: 0.10011253 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009053783 ---Validation accuracy:--- 0.9774 Validation Loss: 0.098984405 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016488901 ---Validation accuracy:--- 0.9786 Validation Loss: 0.092227094 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016934338 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08424563 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00056270225 ---Validation accuracy:--- 0.981 Validation Loss: 0.082340695 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001207823 ---Validation accuracy:--- 0.981 Validation Loss: 0.082582 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044163957 ---Validation accuracy:--- 0.9822 Validation Loss: 0.079100415 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00063996465 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07891112 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001672928 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07912499 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00090570544 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07860535 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020964732 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07682714 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00066249294 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07644507 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033793793 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07660619 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016697261 ---Validation accuracy:--- 0.9824 Validation Loss: 0.077588744 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010900077 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07737574 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019657216 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078191124 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005372249 ---Validation 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0.0001485949 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07281625 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00039298582 ---Validation accuracy:--- 0.9834 Validation Loss: 0.072719395 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012635764 ---Validation accuracy:--- 0.983 Validation Loss: 0.07198313 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00049278984 ---Validation accuracy:--- 0.983 Validation Loss: 0.07157828 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00025463288 ---Validation accuracy:--- 0.983 Validation Loss: 0.07163084 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00059143204 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07183325 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058007245 ---Validation accuracy:--- 0.9824 Validation Loss: 0.071680956 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003870653 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07163609 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010022526 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0715611 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044161137 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07446903 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011848322 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07364641 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080946414 ---Validation accuracy:--- 0.984 Validation Loss: 0.07297652 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003549076 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07533704 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010697292 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07445522 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018586499 ---Validation accuracy:--- 0.9844 Validation Loss: 0.07555394 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096078304 ---Validation accuracy:--- 0.9844 Validation Loss: 0.07392304 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076676765 ---Validation accuracy:--- 0.9844 Validation Loss: 0.073192075 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006318935 ---Validation accuracy:--- 0.984 Validation Loss: 0.07446888 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017383196 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08838484 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011457765 ---Validation accuracy:--- 0.982 Validation Loss: 0.08662523 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010041379 ---Validation accuracy:--- 0.982 Validation Loss: 0.08505882 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006682796 ---Validation accuracy:--- 0.9802 Validation Loss: 0.087458566 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007585048 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07866626 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010290607 ---Validation accuracy:--- 0.981 Validation Loss: 0.0800538 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019263246 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07526074 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012943276 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07491297 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014138366 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07514883 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00095122406 ---Validation accuracy:--- 0.982 Validation Loss: 0.07741183 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017131834 ---Validation accuracy:--- 0.983 Validation Loss: 0.07540611 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001066549 ---Validation accuracy:--- 0.983 Validation Loss: 0.07425863 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021269117 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07463707 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085455587 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07608987 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032366186 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08481118 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00054528477 ---Validation accuracy:--- 0.981 Validation Loss: 0.08371698 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010252394 ---Validation accuracy:--- 0.9812 Validation Loss: 0.083149895 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007392748 ---Validation accuracy:--- 0.981 Validation Loss: 0.082130514 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015180628 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07652145 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026977232 ---Validation accuracy:--- 0.9822 Validation Loss: 0.075605914 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000675645 ---Validation accuracy:--- 0.982 Validation Loss: 0.07543441 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010716494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07510766 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001015012 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07774239 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017070633 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07706635 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007614739 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07690913 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014297641 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07653339 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010972625 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07534474 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048129723 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07536272 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010389581 ---Validation accuracy:--- 0.9822 Validation Loss: 0.075361215 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033867676 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07404036 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006500815 ---Validation accuracy:--- 0.9826 Validation Loss: 0.073912926 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012614271 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07397598 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083744223 ---Validation accuracy:--- 0.983 Validation Loss: 0.073776394 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005695394 ---Validation accuracy:--- 0.983 Validation Loss: 0.074076794 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00031665288 ---Validation accuracy:--- 0.982 Validation Loss: 0.0747349 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005056906 ---Validation accuracy:--- 0.982 Validation Loss: 0.07478854 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00056788384 ---Validation accuracy:--- 0.982 Validation 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accuracy:--- 0.982 Validation Loss: 0.07521985 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048588953 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07642336 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006399779 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07556069 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007846973 ---Validation accuracy:--- 0.981 Validation Loss: 0.07550998 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00014265864 ---Validation accuracy:--- 0.981 Validation Loss: 0.07552307 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082556234 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07565921 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006804703 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07531622 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001045563 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075544894 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047996835 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07599016 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014885218 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07565241 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002257426 ---Validation accuracy:--- 0.9824 Validation Loss: 0.075154 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00095314474 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07522662 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009581896 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07527377 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012836657 ---Validation accuracy:--- 0.982 Validation Loss: 0.075368375 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00024620915 ---Validation accuracy:--- 0.982 Validation Loss: 0.07533033 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002035674 ---Validation accuracy:--- 0.9824 Validation Loss: 0.076913044 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00037594614 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07540252 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084165065 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07641272 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010419288 ---Validation accuracy:--- 0.982 Validation Loss: 0.07667834 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011259217 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07671291 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010593159 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07727783 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005200224 ---Validation accuracy:--- 0.982 Validation Loss: 0.07711272 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00050062494 ---Validation accuracy:--- 0.982 Validation Loss: 0.07731457 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013934617 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07708546 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009413922 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07707886 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00021774428 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07703033 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013110659 ---Validation accuracy:--- 0.981 Validation Loss: 0.0786295 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008483233 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07518294 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012491359 ---Validation accuracy:--- 0.9814 Validation Loss: 0.075440176 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016598026 ---Validation accuracy:--- 0.982 Validation Loss: 0.074528635 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007654227 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074816495 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013366592 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07419325 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046944976 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07542148 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0028463497 ---Validation accuracy:--- 0.981 Validation Loss: 0.076645665 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006552924 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0767657 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023792752 ---Validation accuracy:--- 0.981 Validation Loss: 0.07605187 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007584241 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0758677 Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009903791 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07581671 Wall time: 7min 30s
#Calculate averages
training_average = "Average Training Accuracy:", np.mean(acc_train)
print(training_average)
training_loss_average ="Average Training Loss:", np.mean(loss_train)
print(training_loss_average)
validation_average ="Average Validation Accuracy:", np.mean(acc_val)
print(validation_average)
validation_loss_average = "Average Validation Loss:", np.mean(loss_val)
print(training_loss_average)
('Average Training Accuracy:', 1.0)
('Average Training Loss:', 0.0009903791)
('Average Validation Accuracy:', 0.9808)
('Average Training Loss:', 0.0009903791)
Of the seven models tested, Model 2 was the best overall performer in terms of accuracy, loss minimization and computation time. Model 2 had the following hyperparameters: 2 hidden layers, 20 nodes per layer, learning rate = .5, epochs = 10 and batch size = 100. Model 2 achieved an average of 100% training accuracy and 95.6% validation accuracy in 1 min 48 seconds. Model 8 also resulted in similar prediction results. Model 8 had the same parameters as Model 2 but had 300 nodes in the first layer and 100 in the second layer. It achieved an average training accuracy score of 100% and an average validation score of 98%. The main difference is Model 7 took 7 min 30 seconds of computation time compared to 1 min 48 seconds. Therefore, Model 2 was deemed the optimal model.
Model 4 was by far the worst performer of the models with average training accuracy of 82% and 75.6% average validation accuracy in 1 min 48 seconds. Model 4 had the following hyperparameters: 5 hidden layers, 10 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)
A conclusion from these results is that in general, increasing the number of nodes per layer has a positive impact on accuracy. However, as nodes per layer increase so does computation time. Another conclusion is that increasing the number of layers does not necessarily lead to more accurate results. This may be a result of the data not being very complex, causing the algorithm to overfit the training data and not generalize to new data.
Using Model 2 as a reference, increasing other hyperparameters like batch size and number of epochs while adjusting learning rate had mostly negative effects on model performance.